{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img align=\"center\" src=\"./images/occiput_logo3.png\" width=\"400\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load motion information\n",
    "Occiput can load motion information from MPRAGE MRI data acquired using volumetric navigators, from motion corrected EPI time series (including fMRI data) and from MRI endoscouts. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import occiput"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1) Load vNav MPRAGE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "vnav = occiput.DataSources.FileSources.load_vnav_mprage('../../data/PET_data/scans/2014_04_16_keith/MR/EP_MOCO_NAV_SET_0034/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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i1mdiT52FO+55mP/9wS9ZtdPJ01tSeGhjKr9508pxJVdx7YNb+N3aDO77IJ0H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LWHWmvLrbVHWGtXWWu1zKu4b/16/njY6bxbeyj2/afA+vWuHu7zn/+8q48v4pZ4c7yJeJ1y6z2B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wnk/8qS0PB3qhyIKGNM4/tCqVMpqPE39qmjZZNgLmtwFfFUKcC0igUQhxNfBl4NZ0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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2af4f163b610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt = vnav.plot_mean_displacement(figsize=[18,6],min_duration=0.0, extract_events_threshold=1.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 3) Load motion information from MR magnetic field sensors (e.g., EndoScout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from occiput.DataSources.FileSources.MR_motion_sensors import Motion_Sensor\n",
    "d = Motion_Sensor()\n",
    "d.load_from_file('../../data/MR_data/MRI_reconstruction/res/multipos_150324192759.Res')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gLrABeEJErjFbEBEZClwHPBlUlgU8A0xRStXs69gW+AtwKXAG8CrwuIhc14Xi\natqJle+CzbVJLZaX1odO0APxWnsi9Ttiz2fqpe0H0JiSgoqCH1KxOpdRNltU6DhW9RuOVb97YnF8\niCa0fmObzjy1VwAXKaXOVUrlK6WmBm9dJWA4/snzUOB+pdT3SqlNwJ8w4vIdFqinlLpeKfUEsMUs\nWTTt495777Xs3HXJRvwnW0piKzV7Llbq1wzi7YpGHPxv1CjcadbHkY01/QZwp6VpHXcjjalpNOLE\nkRzfeuUupjfo10ruuOMOq0XQ9GxOAmYqpa5QSj2qlHpEKXUFMBNjieY1wM3AH9raoIjc10LCxPDk\nicPDjhkIvA28pJSaH7TrX8B/lVKfBKq2RQal1D1Kqc+UUt8opf4GzPb3Y7/k5+dHbBMnTmTp0qUh\n9VasWEF+fn7E8TNmzIjwIFy7di35+fmUl4fGWJ4zZw5z584NKdu5cyf5+fls3LgxpHz+/Pncdddd\nIWX19fXk5+ezatWqkPKCggJuuOGGCNmmTZtmaT/uvfdey/qxydPsaVy3Yw1b5uXhqSkNqbt76SxK\n3n8gpMxVUciWeXk0FK8PKd/z8aMULQq9nXyuOrbMy6Nm88qQ8oo1Cyh8MfIn6tZ/T6ZybUFIWfWP\ny9kyLy+i7o7Xpkd49oX344BJc2OiHwF2L53Ft2//gy2nnILHP1e08vkInsvEynM+c+ZMXli2LETH\nVvUjfK5o9XjV0X6EE96Pdd5+XfZ8tOc5t8WFfsCLpuc8FsYrR3LfiH4UFhaSl5fH+vWh/Xj00Ue5\n+ebQftTV1ZGXl8fKlaH9WLBgAVOnRvZj8uTJFBSE9mP58uXk5UX2Y/r06cybF9qPNWvWkJeXR2lp\naD9mzZrFAw9Y148FCxYwduxYsrOzycvLIy8vr8XnqrvpcMxrEdkCnKuUWt9q5S5GRNYBHwM3AC7g\neuAmYIRSqjKs7izgfKXUfoMa6Rh7sU1huYdpyw/k9hN2cfyBOs57T+C/36WwZGMSd4z6hEGDBpGQ\nkND6QZp209DQwPbt27WOu4nq2gYmLzqYPxxVwjnDPVaLo+kidMxrc4mGOHtmIyI1wJFKqY1h5UOB\nr5VSKSJyCPCtUiq5xUYi28wCslqptlkp5fHXzwU+AD4Nd0QRkQogmWajtWA4wXiAa5VSz7ZRpgnA\nIiBRKeVqYb+ej8cwn24T7v4sx2oxNB3gxQnrSUpKwuGInhAisYLH46Gurg5A67ibmL8mkVc3RCYB\n1MQGOuYKFYGNAAAgAElEQVR11xMNc/HOeF7fAcwSEStcWc/ECBdSDdRjGK/PCTdcazQBPP7s5m2J\nea2JDuLtCpc3ymKZaDSdxB0Yi+x6LNJoNCGUAxNbKJ9Ic+zpZIy5b5tQSpUppTa0sgUM1wMxDNer\ngataaO544Ejg5/7tdqDK//832ioTMBqoaMlwrYl94vW7r0cSb4/thM+a3kdXGa5T4tr3bDx05h5m\nn1bK1Ud2jdlq0oga+iRE5sx68Mw9HWovs4W29se5h9RyTE7L+a2COXJAy7m72sLNx1fQL6l1h58b\nj6vo8Dk0PYPOfNZ7GfglUCIiW4GQzHSteTqHIyL3Abfup4oCDlVKbQAeB4qBE4EG4GpgsYgcrZQq\nbs95Nb0Dt38cdtgUbVzpqrEYbbzWxCJu/SFNo9G0zF0YMa3HA6sw5r3HAhOAaf46ZwIruvrEIpID\nfAhsBW4B+os/EUZgXq2U+jHsmGMAn1Lqh6CyC4D7lFKH+v8+D+gPfA40AmcBt2GEDtH0QgLOJJ3h\n1hPKeeDTPl0gTXRxRP9Gvi0xQor936hqXvg+tdVjbj6+gr99br736Im5VaafQ6PpTpw2H27fvv04\nJ42o4bX1KSFlz5+/GwEuX5hNToqHe8eXkRbno9Er/F9BNgBTjqji2NwGPD7h/y03kp8uvKSIqxYP\noKzezs+yDJPZYf1dvPpDCnsb7bx5aRHVLhupcT4e+iKDD7YZoUVmnFjO8D5uNlY4GZbpYsoi4xwT\nh9WwfHMSmQk+fn1kFTZRvPJD83ix5LIiyuub+/af83fTJ9Ewss/7Oq2pX8+cV8x9n2ayoTyOi0dU\nc2hfN2MPaGDRT0k88WUGM08q5+6VfbjjlDLu+MhYxPXAaaUckunm4teMFTS/P6bZCD/hRSOp7quT\ndgGwZa+T59em8m1JPHefWkajR1hRmMgjqzO4+shKVhQm8lN5c7LbUf0auffUMhw2+P2yfmze6+S5\nibvpl+zjlAPrufHdvvxUHsc1oyv5ef9GrltmpLv73Zi9jM5uZGCqlyFpDThUIzBw/zeApkfSGc/r\n54AxwH+A14CFYVt7mQOM2M92KLBZRE7HmMhPVkp9rpT6Wil1HYYH9pRO9AfQMfbM7Ed+fr5l/fAo\nY7LssKmYvR6B43p6PwIsee5edr77N3xBNj4r+xHcn1h6zl9++eWo6UewjFaPV53pRzDh/XD7hOof\nlzPnT1d2ez+CdRctz7nV16Or+vHggw9yzjnnhJTpGHsd68dtt90WEmMvWuLsmY1S6l/AOKAWuAi4\nGKgDximl5vnr/F0pNdmE058FHAycBmwHioBd/n/bQzoQHEPbjZH48TPgK+Aa4Hql1J2dFVjTcVoa\n77oLb9CcLj3e63cqaR8HpHq49NDIBQgZ8c0egwsu2B2xf+Elobfz1UdWsujSIpZcFlr+5LklvOY3\nvoBhSAbISTE8/2afVspDZ+5hUFqI3xb3jS/lzUuLQmK2Hj+wPsID8prRlTx5bglvTW4+7/Sj93L/\naWW8eWkRz5+/m9a0MmlEDYsnFzH+oPoI+QGemlDCksuKeHZiMU9NKIn4YP7wmXtYcOFubjuh+V2W\nFufl9YuNfk8eWc3LFzXr4P3tGUQLVt6/vYHeot+0eMOY+8djihmR5eL1i3fxf6OqOSa3gfvGl5J/\nRPMHm4fO3MPiyUVkJfqajMCH92tkQLKXRKciI8HHr/2e1IdmuRiS4WFYHzdPnlvChKG1OGww5/RS\nZpxYHqLf9ASjLbtAZoIPhw1S/XJNP3ovJw1qoH+ylxMOaKBfso/TDjJCy/x2TBWvTtrNUxNKADj9\noHoAshK93HtqaVObAMfkNjTJDPDrI41+Dc10MSDFy73jy5h/XjFXHVnN2AMMD+qJw+pYclkRJxzQ\nwJLLijg2t5FrRxv965/sJcnZ8gj16qRdPHLWHpKciiSnYlQ/F388voKrj6zEJpDoVJxzSB0vXLCb\ni0bUct/4Ms4aUsuwPsZCrL+dXobTDiJwz/gy/nh8Bf2S/TqywR2nlHPJodVcMLyWgzObPbGPzjEM\n1wB33nhlm7y0NT2TzsS8rgXOVkqtbLVyF+L34ngDSFdK1QWVrweeVUrdH1Zfx7yOElasWMG4ceMs\nOfc3RYrbPhrIw6dtZ3h/6zNlm4GV+jWDD7clMvuzTGYf+TFDDxpoeTzmWNNvgGiKeR2rOg5ma5mH\n371zIH89sYhjBnXvuXuDfq3C4/Hw3nvvcfnll+sYeyYQDXH2NN2Dno+bj5XvgpVbbdz7eTZnDq7i\nopEN7Kqxc+fHhkffMbkNrC5K4IQD6umX5OWqn1fR4BEqG21cu2RAUxtPTSghO9nD+a8YXn6j+jXy\nl5PKufm9vmyvcvL0L4rJSvRy4au55B9RxcmD6slK8hJnh5XbE8hM8LG5wsF5w+rwLzCgqNrO1W8Z\n51hyWREuL1zwSi5DM108crZhDPIp+H5PHIf3D41489u3+7Gt0smiS4uw2+CRlz/jyrwTqXcLOX6D\nyuTXs6l22ZraDzDjgyy+LYlj0aW7mmQB+K4kjlve79v099iB9Xy2M5GpP6/imW/SmH1aKYcFybGh\nzEl6go8ByS0v+S+usfPyDyl4fXD6kPqQPjy5Jo3iGgezTimPOC7gSQnRE/M6Fucy0RTzOhb12xKv\nfBfHM9/15bXzN5OY2PLvn101drISjbEjmLJ6G2lxPpxh5XsbbGQk7D+MSLB+A2NH8JhQ7xbe25rI\nL4bWhYwJYKwkL2+w7/M5D6a6UZj8Rg5jchq4a1zos13vFuLsCns73Fh9CrZVOhiSYRiGA2NDSx/P\n2kudWyivt3FAWvtClpTX20iP94X04/333+f444/XOWhMIBrm4p0ZGbdjxLrrbj4DKoDnROQuDI/r\na4GDgLcClfxJbVKBHCBRRH7u3/V9IL6fpnux8kUYWKbYEQ+PnkKsTTTi/HER3aozC0S6jljTbzTS\nG3QcOhZ1b1ic3qBfKzn55JOtFkHTw/HPXadieEFfr5QqEZFzgUKl1PfWSqeJFaydjxv//mpkOf3T\n4xic7uGZ84oZkNKy0cJpV6TGe/l/x+zlH6szmHFiOYPSjJ9xL124C6+SJmPR9irDUFHvEeId8Oal\nRdiFEAPQSYMMz8JR/UIN0LmpXhZeUkRpvWGNCngt5qY2y2UTIgzXAJcfVs2DX2Q0GVD+cOlYwEdG\nkD3s/tNKeXldCkfnhMZ9vefUMoAII9Vh/V0suayID7cl4vbCmQfXAxUoBSOyXCGGa4DhWaFe4OEM\nSPGGLO8PZtpRPSskiJ7LmEtv0a9NwCneiGcvmJx9jEtZiS0bqFszXEOofjMTfGwLeywTnYrzhtXR\nEk47bTJcA6TEKSaNqOG8YbUR+xL34Tm9P2xCk+Ea4PdH7+W7PXH7OaLtGJ7a7TNcAyEe5QFOOeUU\nXC6dUiNW6Yzx+iZgtohMU0pt7SJ5WkUpVSYi5wD3AO8BTuB7IE8ptTao6tPAKUF/B74ODAEKu0NW\nTfTgbjIYWSyIps0k+I3XLl9sespreidub3DMax3TXaPRGIjIOOBt4BOM+etMoAQjIeKvMcKIaDQ9\nGp8/jJ89yJlkX4brYM4+pI6zDwk16KTGKwgKsPGvXxRz/6eZHOg3brd3zu+0Nxur7DaYdXJZi8bq\ncE4c1MCJgyLDlAQzJMPDrSfsjSjfn+EM4NTB9RH12yJTV3HXuDL+siKr286n0XQX1S47bmXtb8xb\nT6hgXRcZgMMRaQ4RYgbnDq3j3KEtG9k1GrPojCnvP8B4YJOIVItIefDWRfK1iFJqjVLqXKVUP6VU\nhlLqRKXU8rA645VS9hY2bbjujdQYk7/E2p7lXdCbCXhe/+zHzTir9HUzC2dVFUd//73WcTehqo2J\nXmJ9jcWSaDSaKON+YKZS6kwg2Dr1PjDWGpE0mq5F1Rrz8YSayJjVnWVgqpdHzy6NWMrfUY4b2LjP\n2K69hTFBnuJDPvoIh54rmkZcdbXWcTfy8o9GolMrf/+kx/ua4kxrNJrW6Yzx+nqMcB1XYSRjuSFs\n02hCCE+S1Z14/BlinLR/SUpPwUr9mkG8w7hmNpcX8bW+DMtsYk2/AcTnI7mhQeu4m/D4hyArxqLe\noF8reeedd6wWQdOzORwjp0s4JYB2fdR0GVa+CwJTDYfS8/GeRnxNDeK1/rrFqn7F54sKHceqfvdF\nd//+6W367W6WLVtmtQgaE+mw8Vop9dz+tq4UUhMbFBQUWHZut8+41R0Sux4UVurXDOL9ntcNnYpu\n1HXEmn6jkd6g40DMa6cFY1Fv0K+VLF682GoRND2bvRh5WsIZDew088QiMlhEnhaRzSJSJyI/icgd\nIuIMq+ML27wicmwrbQ8SkbdEpFZEdovIbBHRQdwsxMp3gTcQNkTPxzUdROvXXHqLfk/oW2HJeXuL\nfq3izTfftFoEjYl02iokIv2B/oQZwpVS33a2bU1s8eSTT1p2bo8KjjMbm1ipXzMIhA1pjBLjdazp\nNxrpDTp2N41F3e/p3hv0ayX/+Mc/rBZB07N5EXhARC7BCORrE5ETgTnAv00+9wiMIPzXAJuAwzBy\nxyQBtwTVU8DpwLqgsrJ9Neo3Ui8BioDjgVzgeYywKDO7TnxNe7DyXeBVgqCwxXDKh1h7155zcDVL\nN6daLUYTsabfaKO36Dczzs1wSrr9vL1Fv1Yxd+5cnbAxhumwVUhExgDPAYcSmXVKATrLmiZqCHg7\nxrKnR6wRCBvSgLOVmhpNzyGwCiSWP6RpNJoOMQOYC2zHmEOv8//7AnC3mSdWSi0DgtfabhWROcA0\nQo3XApQrpdr6i/9sDMP4eKVUKbBWRP4C3C8idyilPF0gvqYH4VVgx/owZZq2c3CGC0HPWTSxhVcJ\njhgOJ6rRxCKdWbY3H9gAnAAcDAwJ2g7uvGgaTdfh8b+gYtnTI9aItrAhGk1X4PZ/SIvlEEYajab9\nKKVcSqlrgEOA84DLgRFKqSuUsiRAcAbQUgL2N0WkWEQ+FpGJrbRxPLDWb7gOsAxIB0Z1kZyaHoRh\nMNLG656EwwYKwRvhq6bR9Fx8SrDrjzIaTY+iM1ahg4FJSqmNXSWMRmMWHp/EdLLGWCROG681MYjH\nwrAhGo0m+lFKFQKFVsogIkMxkrHfGFRc4//7E8AHXAwUiMj5Sql9BXzPBorDyoqD9n3TZUJregTP\nbhqIu1O+U5ruJrBq1aOvmyaG0J7XGk3PozNvofeAn3eVIO1BRIaJSIGI7BGRSr/3x7ig/UeIyAsi\nUuhPPPO9iPzBClk1zdxwww2WndutbDhj3NPDSv2agcNmTJijJeZ1rOk3GukNOnb7jHifdgscmHqD\nfq3k1ltvtVoETQ9DRB5s69bB9u9rIclieMLF4WHHDATeBl5SSs0PlCulypRSDyulViulvlRK3Qb8\nB7i5g93XLm8WYfV8PNaJtXetw3/J3FESETTW9Btt9Bb9eizyvO4t+rWKP/7xj1aLoDGRzswgrgau\nEpFZIjJJRPKCt64ScB+8hREH8FTgKAzPjbf8ySMBxgAlwK+AkcA9wH0i8juT5dLsh3HjxrVeySTc\ndic2m8KbkGCZDGZjpX7NIs7mY1dqn6i4brGoXwBvQgJbc3K0jruJRnscTrz4Ertf371Bv1Zy0kkn\nWS2CpucxOmy7GvgNxvz2VOBa4NfAkR1sfw5GzOl9bYcCmwOVRSQXeB9YqZT6TRva/wIYup/9u4EB\nYWWBv8M9skPIz8+P2CZOnMjSpUtD6q1YsYL8/PyI42fMmMGCBQtCytauXUt+fj7l5aHRUObMmcPc\nuXNDynbu3El+fj4bN4YuMJ0/fz533XVXSFl9fT35+fmsWrUqpLygoKBFQ8W0adMs7ce4ceMs74c3\nISFmr0fgXdvT+xHgjfn3U/L+AxQPOaRprmhlP4LnMrHynM+cOZMFS5ZQOnRok46t6kf4XNHq8aqj\n/QgnvB8em51tmz5h6k03dWs/yspCcxxHy3Nu9fXoqn5UV1fz1FNPhZQVFhaSl5fH+vXrQ8offfRR\nbr459Pt7XV0deXl5rFy5MqR8wYIFTJ06NUK2yZMnU1BQEFK2fPly8vIizaHTp09n3rx5IWVr1qwh\nLy+P0tLSkPJZs2bxwAMPWNaPBQsWMHbsWLKzs8nLyyMvLy8qPryIUh374uSPc/c8kNbCbqWUMuXz\nrIhkAXuAk5VSn/jLUoAq4Ayl1Pv7OO4xjNiBZ+xj/1HAl4sXL2b06NFmiK6xkGe+SuSdzYnM/0UR\nCVFgpNO0jf97oz8nZG3n6mOVadetwSO4vFDjspGbaiwf21VjZ3VRAnnDa0Pqur3wwvepTB5ZQ4Jj\n/2Pnjio7JXUOjspu7LBsn+1IoM4tnD6kvqnsnc2JbKt0cvXoqg63qxTUe4Qkp6KhoYHt27czaNAg\n/Wx0Ay+ujeflH9J5Ia9Q6zuG8Hg8uFwuBg8ejNOpk8x2NWvWrGHMmDEAY5RSa6yWxwxE5EYMg/UU\npVSFvywTeAb4WCn1d5PPPxDDcL0auEK14QeCiPwLGK2UOnof+88BFgE5gbjXInIt8ADQXynlbuEY\nPR+PYSa8mAvA6xds1u/AHsIXOxz8dWV/Hhu/kQOz4nA4omNFZCzh8Xioq6sDICkpSeu4G7hzRTqV\ntY3cc9pePRbFEHo+bh7RMBfvzMj4KMZywbuUUvv1nuhKlFJlIrIeuFJEvgJcGNnQi4Ev93NoOi0n\nntH0Ajw+wWHTK1R7GnF2hdtn44PCRB5d058zhtRx8qB6tlc5iLMrxuQ0kpPiRSkoq7dR1WhDBJw2\nRaJTUd1o47/fpXLZqGq+KY4n3q44IM3DutI4Jo+sYXOFkz8s79d0vlcu2kVVo43fLe1Ho9dG3vBa\n3F5jyaQIvLsliZfWpdLgETZVOLnu6Ep21dgZnuUmM8FHvVt47H/pZCb4eP3HFABmn1ZKab2d2Z9l\nMjjdze/GVHLvJ5nMP68Eh03x3tYkalzC2AMaeOG7VHZUO5h9WilxdrhrZR8A1pbE0T/ZS63bxhv+\ndoON10s3JTE6u5Ekhw8fQpLDh1cJa3bHMyLLxea9ThIdigNSPaQn+Hjjx2Se/jqdhZcUdePV1EBg\nLIrtEEYajaZD3AScFTBcAyilKkRkJrAcMM14LSI5wIfAVuAWoL+IBGQo9te5EmPO/ZX/sElAPoZn\neKCdC4D7lFKH+ouWA+uA50XkViAHuAt4rCXDtSb2OaxvPevL4q0WQ9MOAgnUXd6OxztzeeFfX6Uz\n9edVJDn17zGN9XgV2HTydI2mR9EZ43UW8FB3Gq6DOBMoAKoxksYUA+copSpbqiwiJwCXAhO6TUJN\nVOHxgV20wainEWdXNHgdPLrGiAj07pYk3t2S1O52PtmRGFH2/NrIRSOXvJ4T8nfAQyichRsMA/K0\nt/u3uD+YW97v2/T/bZVObvX/Pem10HPN/ya96f8Xvhp63uVbkiPa3Zds7eH8V3K5+ohSDtcfprsN\nj09w6LFIo9FEkgb0a6G8H5Bq8rnPwkjEfjCw3V8mGHGpg1dS/gU4EPAA64FLlVJvBO1PB5piaCul\nfCJyHvAE8ClQCzwLzDKlF5qoJy3Oy9DUvVaLoWkHgYSNPtU243W1S0iNCzUKfrYjgbc2JjMw1cMF\nPzNWNVY3CpPfyGHOGXsY2Td2vmV9sj2BRKfq1MpLjfl4lWjjtUbTw+hMzOvXgfFdJUg7k8o8jmGw\nPhE4BsOQvVhEwuPqISKH+fffoZR6rzU5dIw98/qxatUqy/phGIxUl/QDovN6BM7b0/sRYM6cOaxZ\n+BAf7xnYVOaqKGTLvDwaikNjPe35+FGKFoXGevK56tgyL4+azaGxnirWLKDwxchYT1v/PZnKtaEx\nq6p/XM6WeUbMquB2drw2nbIvQmNW1e1Yw5Z5eXhqQmNW7V46i5L3Q2NWWdmPYHa8Np0H/rUwpMzK\n5yN4n9XjVWf6EUx4P9w+ofLHd7j22mu7vR/BMkfTcx4L49WDDz7I7bffHlKmY+x1rB+33XZbSIy9\naImz1w28ATwjIheJyAEiMlBEJgHzMObcpqGUek4pZQ/bbMEhAJVS/1ZKjVJKpSqlMpVSY8MM103t\nhJVtV0qdp5RKUUoNUErdqpTSX/AsJHy87E68ykhaHMtYqV8zCCRs9Chh5Y5EGjz7NmJ/sTOeya/n\nsL0q1D9uy95IL4mdNUadjwojHUwC/H5ZX36/rG9IWXv0W1pn47ql/ah2BVaSwBULB7C6qO3e/6uK\n4pnwYi6eVkatNbvjueS1bO75pA8zP8xqc/sAK7cnUeuOjmSmsXb/7ouSOgduX/frvLfo1ypWr15t\ntQgaE+lMzOs/A9djJE9cC4R8MlVKPdLO9rIwvLn3x2ZgHLAUyFBKNQWkFZENwNNKqdlBZSMx4vf9\nUyl1e3hjYefXMfZMJj8/n2effdaScz/0WQo/7oGHzyqN2bhWVurXLLrCu7ir2DIvjyG/ftNqMUzh\nriM+ZdTB2ZY/G7F4D4fz+OpkVu908MQ5xd2u796gX6vweDxMnTqVpUuX6hh7JhANcfbMRkSSMBIs\nXgUEbiIPhvH65uA5byyj5+PmY+W74PYP02mor+fO8VWWzznMItbetT/uEW54L4cDUhrZURPPmUPq\nsIti6eZkbj2hnHEHNnDzu1mceXAdxbUOFnyfyt3jyjgqp9nzODCfv3Z0JWcOqSPRqdhQ7uTGd/rh\nsCmenVhMapwPZ1jGrMBxI7JcPHhmKcW1diZfPpWkyUu4dnRlkxd3Sa0dh03RJ9EXcSzAjBPLOWlQ\nAzuq7Fy7ZACHZrm47cRyNlU4OW5gI6V1NmwCafE+vi2O55uSOF75IZXD+zWSGu/j0x2JzDljD398\ntx9XH1nJRSNq+edXaWQne8kbXotSMOODLL4paTaKL7nMCM2nFCz6KRm3D+Z9nc6/83bTN6lZzhqX\ncOnrOZyQU8V1RxaRkmxtzOtYu3/3hVXx93uLfq1iypQpPPHEEzrmtQlEw1y8MyPj1UANhjF5XNg+\nBbTLeK2UKgPKWqsnIoHPs+FWdx9BnuQiMgp4D3imNcO1pnt44oknLDu3xycxHzbESv12F6cOrmNT\nhZPtVaEvoxFZLtaXxZl67sFXvBhRNnlkNS+tM3c194Nn7uHDrYmsK41jY0X7+njz8RX87fPMVuut\nr+rDqI4K2IX0hnvY48OysCG9Qb9W8vDDD1stgqYHo5SqA34nIjcDh2CE7djYW4zWmu7DyneBrxcs\n1Y+1d23A83pHjWGYfScofN/CH1M4NqeR70vj+b602XAbfI0LK5vNDSJGiL6cFA+7/J7XHp9w+cJs\nhvVxMevkcrZXOfj5ABdz/9ccTm99WRw+BVMXDSDhwlcB+OdX6YwfXE/+ov40eps9aGeeVE6yM3Se\n9XFhIicNauDaJcYi7R/K4rjyzewW+qrw+Jo9y9fuiee0g4xEin9814jqVPBjCicOaqDAn4Pm9IPq\neGldSojhGuCBTzO49YS97K6x8+Sa5r5c+WY2WYle4uyK6UdX8uw3xu+IT3elkZvSyJU/r8dKYu3+\njTa0fs3lscces1oEjYl02HitlBrSlYK0g8+ACuA5EbkLqAeuBQ7C8AIPGK4/wPDQfjgonIg3kO1c\n0/0kJu57WZjZuHtBkjQr9WsWFw+v4NUNmUw8ZC/Tjq5DwlYqri91ooARWW5e/zGZo7IbKaxyMO7A\nBgA2VTho8NgYkOyhstHGIZmepmMnvJjL4HQ3lx5aw7jB9djC2v5iZzxZiT6G9nFT5xZ/ghkjTqNS\nxjLCY3MbmXJENUXVdnJSvLh90OgR1pfFMTq7EYcN1pU6Gd7HzZa9TnZUOVhf5iQjwUfesFo+3JbI\nL4YZk+JPdyQwqp+L/6xN5a2NyTxy1h6G9jEWtIzIMv6tbhRK6+24vEJ2shcf4PYK/ZO9IbLP+CCL\nr4vjOfnA+ibj9U3HVTAkw83Bfh18XRzH+1uNGOLpzkbAXON/W4jFezgct4XJY3uDfq1E61fTFfiN\n1d9aLYcmdrFyrPL6Yj9JWqy9C+z7uV7ry+IicriAEUJjxod9mXJEFc9925xj5im/ETdguA7mp/I4\nLl+Y3XROb1iM7b9/ngGALa7ZeP7LgkgD9N3+ZOfBfLw9kaM2tR6DOthwHeD9raG5dkrr7Uxd1Byp\nNDxfToAVhUmsKGw5T09ZveFiHh5e5KuSFK7EWuN1rN2/0YbWr7kkJibicrmsFkNjEtatSekgSqky\nETkHuAfDs9oJfA/kKaXW+qtdjBGC5Ff+LcA2jGQ0ml6GxwtxPg/i9bZeWRM1/HJ4KUd4v+PwkdmI\nRCYtHBGU4GXSCMM5bUhGs4E62FgdvEQPYMEFu4l3KBIcLU/KjxvYPMkNz4wuEro/N9W4r+LsRpLJ\nY3Kb9wWS0Azr42ZYHzfjD2qelAYM1wAnHGAY3CePrKbaZWNwemTymtR4RWq8J6I8nJuOr+DjwkQc\nNnjpol3GsWHJc44c4GJgiod3tyThbHTrZ6Ob8HggXumxSKPRgIi8DuQrparaWP+/wA1KqRJzJdNo\nzMHrgySvfgf2JMIdR9rCq+sNb+Jgw3V7CDdcA3ywrf0J24P5x+qMTh3fHSivz3g2LAwb0ps4KWO7\nHos0mh5Eu6LUi8iD0pIFad/17xORyM+fnUQptUYpda5Sqp9SKkMpdaJSannQ/r+2kHjGrpTShute\nitftpW9tFc7qaqtF0bSD+Jpq8jatNuW6pSf49mm4tpK+ST7+dEJFRNy/9pCV6GuKA5gapyIM1wEC\n5ziocKd+NroJr8tLZl211rdGowE4H+gnImlt2NKBiUCKxTJrNB3H46V/1V79DuxBRN9MOXbZXJOM\no6pN3zI1nSTD6ebnewv1WKTR9CDam2L1/wHt+ew5HYj+z5yabuGuu+6y7Nwen+Aktr+sWqnf3kAs\n6jfObvwkcdEJS3kXEos6DsftE+IsGot6g36t5P7777daBE3PQ4ANGOHwWtvKgTY7kLRLCJHBIvK0\niHi67xIAACAASURBVGwWkToR+UlE7hARZ1gdX9jmFZFjW2m7pWMuNaMfmrZh5bvAqwQbsR3GL+be\ntVFmvS5adLPVIsQ0MXf/7gOfEhwWjEW9Rb9Wcc8991gtgsZE2rsmRYANIm0OVmbKJFvTMxk4cKBl\n5/ao2DdeW6nf3kAs6tfpj73sjhLjdSzqOByPElIsGot6g36tJDc312oRND2P8R04ZmeXSwEjMOb4\n1wCbgMOApzEcVm4JqqeA04F1QWWtJlsHpmDkoQnEAtjbSXk1ncDKd0G5y4knSuYcZhFr71qnPbqs\n186MA60WIabpyP27qcJBtcvGkQN6TqzhKo8DuwXG61gbH6INPRePbdprvJ7agXMUd+AYTQxy1VVX\nWXbu3uB5baV+ewOxqN9ABvkqEqwVxE8s6jgct89m2VjUG/RrJVdeeaXVImh6GEqpFVbLAKCUWgYs\nCyraKiJzgGmEGq8FKO9AzO1KpdSeToqp6SKsfBcUN8SzhEP5HWssk8FsYu1dOyA5un4/9Tv591aL\nENN05P79/bL+ACy5rKirxTGFjeXGoqJvyeE0arr13LE2PkQbU6dO1QkbY5h2Ga+VUs+ZJYhGYyaG\n53VsL1PUaNpLIAnPbMZzSgz/kIwm3L3gQ5pGo4kJMjBClYTzpogkYoQ7ma2UWtSGtuaKyDxgM/Ck\nUuqZLpRTo9GYzMi0KtZVdSz5Yndw+kF1DMlw8/TX6SHl2ckedtdan/ww2emj1r3vaK2CQhGZpHLh\nhmSOym5kUFrrydp7Kh4f1LuF1Pju8/AvqTNWf3xHNrCx286r0Wg6R3tjXms0PRJtMNJoNNGAlTGv\nNRqNpi2IyFDgOuDJoOIa4EbgEmACsBIoEJHzWmnuL8ClwBnAq8DjInJdlwut6RFkxrn5LZ9aLYam\ng8wZ8xP/ztsdUvbo2SU8ca6xGGPOGc0LLP56SmREoUC4uilHtJyU8PiB9S167w7vs29PymNyG7jp\n+L1cNKKWpyaELgqZP7H57z+fWI7NH/n072e0vBDk7lPLWHJZEeceUstlI6uZc8YeFl7SLM+bl+7b\ns9guqsU+L7msiFcm7ebywyL7fOsJ5Sy8pIjXL9reYptPrUnntvez9nnOWOChLzKY/EbOPvevL3Oi\nutiuHbgPfS18MNBoNNFLjzRei8gwESkQkT0iUikiH4vIuKD9fUTkbRHZKSINIlIoIo+KSKqVcvd2\nNm607sumR1m3VL+7sFK/vQGtX/PpDTr2KJtlxuveoF8r2bRpk9UiaDQhiMh9LSRMDE+eODzsmIHA\n28BLSqn5gXKlVJlS6mGl1Gql1JdKqduA/wD7zZ6mlLpHKfWZUuobpdTfgNmtHQOQn58fsU2cOJGl\nS5eG1FuxYgX5+fkRx8+YMYMFCxaElK1du5b8/HzKy0MdyufMmcPcuXNDynbu3El+fn7EuDl//vyI\nhFv19fXk5+ezatWqkPKCggJuuOGGCNmmTZtmaT82btxoWT+8PsHhfwfG6vUIyNjT+xHgwQcfZN3b\nDwEwLK2evkk+Zhz+FY43zuWqQZ9zSKaHwekellxWxOdvPtWUUHFIhpsjBzTic9URV3AOMwcX8PQv\nivntmL1MHlnDFfbHcS2+grvHlXH2wbUsnlzE7SdXMG3aNI6p+S9jshsAuOLwKi6Mf43+S88CoKF4\nPQBHDmjkiG/yGbGzWceD0jzU7VjDlnl5eGpKQ/rx2Ut3c2bJTF66cBeH9nXzf6OqcVUUYn/jXGYe\nupJfDK1l9IBGAJLXPsS2hbcwsq8bpz9Ee4a9mquvyufS1LfITPBy3dFG6P6xVU/T+OYV3HZiBcfk\nNrLksiIeOWsPW/89mcq1BU3nnzi8luofl7NlXh5nDakF4Gd9jPZn3T6TvuseZjQ7Qq7Hlnl5NFSH\n9mNf99WUKflcMb+MDWVNeXab7qvKBhvPfpOKT7V+X4Xfm+25ry6ffnu7x6svippDF4Y/H9/viePG\nd/rx57//O+T5UG3oRzjB/XD4jddpP77C1Bbqmvn+uOmmm0LKouU5j5XxaubMmTz11FMhZYWFheTl\n5bF+/fqQ8kcffZSbbw6djtTV1ZGXl8fKlStDyhcsWMDUqZERlCdPnkxBQUFI2fLly8nLy4uoO336\ndObNmxdStmbNGvLy8igtDX3OZ82axQMPPGBZPxYsWMDY/8/emcdHVZ19/PvMTFZICJBA2ARRWQRU\nQKtYFRQXxBLXKrYuQaxL6VurVatWX2191brhgvuCS63g0hYVEXHFXREQEVlkkyUhkARCtkkyM+f9\n406SmWSykps7mTzfz2c+MOeee+c5v3tz7nOfe85zxo0jMzOTrKwssrKyIp7H9kZMW7/KagdEZB2w\nFrgB8AJXA9nAYGPMThFJA84DlgC7gAOBx4ClxpgLGjjmGGDp/PnzGT16tP2N6IRkZ2fz/PPPO/Lb\nl8zryWTvCs6a4MGVmemIDXbjpL52Edixg/4ff8y2CRMcP2+xqC/A5LnWwhbzJyxTjduB373Rg4nl\nP3DuBFe7690Z9HUKn8/HtGnTWLhwIXFxcU3voLSIZcuWMXbsWICxxhjNcdRMRKQn0NSwvY3GGF+w\nfl/gI+ALY0yT69yIyO+Bvxpjmr0ClYhMBt4Ckowx9YZTqj/eNP4AvLwqhXOGlZAUZ9i2182P+fGc\nPLi8Wfs7eS8457XeXO7/jIkTUhz3Oewi1u61Pp+PGxal8ePeVN44/nvieqc3Wn9LkYc1BXGcPLic\nGz/syYqdCfznnFwSPS2LOfgDMGdVCucML6nZ999ruvDsLVPh7HfIOqiEK8bWH81c7de+8esc4ty1\n3/clH/PKnfH06eojPbn5KSgnz+1LWoKfl8+sXf7L6xMW/5zEyYPL8JvatWd8Ph+/e6sXeRWJYRpP\nntuXbgl+5pwZeQmxPV4Xv5mXyfj9yvjtyGIuW9CbERkVDOlRxSWH7sUdPP6D33Rj0cYuPHHqTvbr\nVpuCxBhYsD6ZkweX1QTps7OzeerZ5ykod9Mj0U9CM7KuVGsMDev8yZZEqvzC+IHlNe0urhAumd+b\n0ioXC6bmUFwhJMWZmu3vbUzigW+6c8mhRZwz3Ar4b9rjYcbCXjx48i6G9Khq2rgILNuRwM0f9+RN\nZuOacFi79kWx1j9EGxdffDGPP/44AwcOVH+8jYkGX9z5JFAtJOiIHwhMM8asCpbdAPwea3X0D40x\ne4DQVy5bReQx4Nr2tlep5Y477nDst6twsTO9B1UphgTHrLAXJ/W1i6qUFJYcfDDpKSmOn7dY1DeU\nKtW4XajETX56d6pSAu2ud2fQ10luvfVWp01QOiAicrAx5scm6lxgjHmppcc2xhQA9eexR/6NfsCH\nWAM/mrui1Gggt4VmjQZ2RwpcdxS+3p5AvNswOrN9mrC3QggYIS3RCpx9vzOeOatScIvhNyNL+N/F\nPdlR6ml28LruvWBdYRx3ftadp07bSby78X3XFMRR5RdG9Wp52wMGyvxutvXuTVWK23Gfwy5i8V57\nRN9SftybikltehLzft18NQHSUw4oY8XOhJo0DS3B7YILRhWHlZ09rJSRd/+dq7+BXw7wRtxvQGoV\nW/fG1QRjAZLj9m3do9Zc77N/lUdSXHi7Ez2GUw4oA8BTJ2NFXoU1AnlPYhrdA5D1qhUQDj1CWZVQ\nUO4mPclPUpzhoW/SAFi8JZncEiuss2pXAqt2JeAWwyWHBfUz1DvWQ990Y1eZm2U7Evnv2q6cPrSE\nURmV3HHHHdz+aQ+W7rDs+Z/D93DqgZbNxlh/xztK3Xh9wvrC+Jr2VOMPWOduS5GHJE+AjC6W9v/4\nogcA93/dnSeCaWaueKdXzX4zFmawaU8cxw8s47px1qj2B77pDsDq/HjACl7/FFxs8aeCuLDg9XMr\nUsgt8bBfqo9+KT56dfEzIqOSCh98tjWJifuXM2dVV97bmEyh17o4Vh+0P0Pa+fknFvuHaOLvf/+7\n0yYoNtLi4LWI9GpqlXEROdYY82nrzWoYY0yBiKwBLhKR5UAl1mroecDSBuzpC5wFfGyHTUrz6Nev\n2QNz2hyfEUy8G+PueDMNmouT+tqFcbspS0rCuJt4mmoHYlFfgGP7l7CjqEo1bieqAoKJc2Pc7Z9n\nrzPo6yR9+/ZtupKi1GepiNwC3G/qTIcUkd7A08DxWCk6bEFE+mD5yJuB64FeElzR1xiTF6xzEZbP\nvTy429lYsx6nhxznDOAuY8zw4PdfAb2Ar4AK4GTgRqzUIVHBbq+LnGIPIzIq8QfgkW+7ceGoYnok\nBdhe7ObVH1O46hd7cIV02X/71BrM3tRIzvwyF6+t7srlY/aG7V/kdRHnNiSHBLbWFsRxUI8qXAJF\nFS4Wrk/m3INLEIGpwXywC6bmcOviHpT7rIMFjOALELYgXW6Jm67xAZI9hvc3JXPS4LKw34bae8Eb\n67pwwsAy/rumCzvLPKwtiKdfio8eSVawaX1hHAEDQ3rWBoiueS+jybYXlLu48I1MHj91JwODQcyl\nuQnc/5UVaPtibz/Od0fOORwLxOK9dtL+RZw8qAhXXHKL9pswsJwJA5v3UqW5DB3cjwWDG77+Hjll\nF35Te9E/NyWvxaO+24LMrq1LEXfxO/uFfd9b4ebnIg9pCQHOn2eNEHaJ4bqjdoel3FhXGB+23+tr\nUjhpcDn9UnzkBfsIY2pHHYeSU+Lh8aXW3+fvRifUBK4BZn2bxtEDvLz6Y1f+u7ZrPXu7JYa38z9r\nuzIio4Jr37f6ikcn1fYD1Wza4+Hfa7rWKbOC0h/9nMwB3auYFBIU/3J7EpPnJrFgag4PBgPajy5N\n49GlaTV90Wur679YGZFewap8KzR9UI8q/rkyfNHRyqSEdn/+icX+IZro168flZUd9t240gStGXn9\ng4j83hjzet0NwdXH78YKJsfX27PtOAmYBxQDAazA9SRjTFEde14GTgeSgDeB39lokxLFVPkFt8Ru\n4FpRWotHDH7TIZc/6JD4AoLHtW8jgBRFiSkuAB4HTheRbGPMBrBGWwMPAauAw2y24WRgcPBTvXKY\nYA3UC32yvwXYD/ABa4BzjTH/DdneDQjNoV2FtfDjA8HjrQf+ZIx5prWGVvmtUX2hAdmAgbmrunLG\n0NKwgHBzuOmjnvxcFMeCqTlsLvLw7sYuFFW4mHF4EU8s7cbSHYlcNrqILvH1j3vxm704d3gJpx0U\nPvLQGPhkayJfbE3i061JnDm0NCyQdf68THom+fnn6VYqgO3Fbq5+L4PLRhdxxtBSnlmeygebk5kw\nqJzeXWr3e3dDMktya4NKIobnV4QHY6bP703frj4uGFXMQ0vSWFMQxw+7Erj12AL6p9Ye672NSTy5\nrBtPLuvGwG5WcPovH1qpCqqDQX9cZAWf3jw3h49/TmJwWm0Qe0VePIf2tgL+fgPxbrjl4x54XJAS\nb93jvslJZGC3EgD+9mkPfIFg0F0XSetwiIAD79xbRZwb4kLGGIf+DXVUrnynFwnuWt8xYIS7v+zR\n5H6XL+hFepKf/HKrG39tdVc++rnxFxBPL+9Wr+z8/zacVuPvn4YHwp+r0yd9sS2RGQvDy55a3o3d\n3oaDxs98141nvqtvx12fd69XtnJnPH/7NLIW1YFrgL9+XD+DlsYGFKVj0ZqIxT3AiyIyR0RqegoR\nORZYCUzCGiHSIlq4qMxjWAHrXwJHYAWy5wdHqITyJ6zpiacDB2A5z42iC8TEZjsqAy7iXLG9QEws\ntqPuggsdtR3RfD5+/OgF/IHaJ5KO2o6Ocj58AWHz94u57LLLOnQ7IDbOR1u1Y+bMmbpATBu148Yb\nbwxbICZaFomxC2PMv7HS3uUDK0TkWhF5A3gKuAMYXx3QttGGF4wx7joflzHGHVLnRWPMCGNMijGm\nuzFmXJ3Adc1xQr6/a4wZY4zpZoxJDf6/RYHrRRuTyCl24w/GbU5/rS/XvJdOSaWwLDeB//usOw98\nncZLP6RyewMBDLBGQb+xrgu+APhC3h/+XGSN9lu5s3bMzVfbk7jwjaZzoO4q8/DsilRKK4XJc/sy\neW5fPtuayDc5Cdz9RQ8+3ZoEWMH1wnIX729K4oNNVllBeW3gxhscSb06P57Jc/vywWYruLR9b/gY\no4eWpIV937g7js+31Qazn1puBYhySjw8t8Iahfjuxi5sL/Zw2YLeNTZe+navmun4oRpUc8lbvcK+\nZ73al5lfd+cP79aW3/hROrklbu76ojtnvNYXXwCW7kjk65xE3g/av3G3h8lz+zJvbZeawDWAR/QF\nrqK0lAp/6waa5If0NU0Fru3gXz+k1itrLHDdGNV9aih/+TCdsqqmtQntc6vR4LWidCxatWCjiAwH\nXgT6AX8EjsXKOf048BdjTIvnBzV3URlgPLAQSDPGlIbsvw54xhgTcSqiiPwS+BToUz0Fss52XSDG\nZh599FFmzJjR7r/rD8CUV/ty/sC1/Hp0HImJiU3v1AFxSl878Xq9bN26lQEDBjh+3mJRX4CHv+7C\nyh0uZp2ySzVuB6a80oezBvzE+WM87a53Z9DXKXw+H7NmzeLOO+/UBWJsIBoWiWkPRORfwPlYyT2P\nNsasdNikdqfaH39r/nxeyj+JNQW1QeXzDi7mlR+bzrl7/MAyzhlewsNL0rjk0L3c+2X3sAAOwBF9\nvOzXzVdv6nooYzO9YdPnn5+Sx8yv0/h+Z+MZUqtz7lbz9Gl53Pxxz5qp+9UsmJoTttBZJN48N6cm\n921bsfPDu+l1wl8arXPD0YU1OWob4rqjdnPvV/VHQjbF4K5F3HdigeM+h13E2r3W5/NRVmbNLkhO\nTsbjcXbJrFjTFyyNs17fr+mK7UBz+odY4f7Rn7D/wP7t2hfF4vUbTcyaNYvp06frgo02EA2+eKvu\nPsaY1SJyFPAv4BWgDDjRGLO4tYY0d1GZYGoSCF9zAKz0IY29dnMH94nV9UGinvLyts151lyqR7Qk\nuPxA7HZiTunbWYhVfT0uoiZtSKxqXE3AgN84l8Io1vV1Gq838uJRitIUItIdeBRrpuA/gPOAOSJy\nsTEm4nousc41H/QhuX94BsLmBK7BGl1YPcKwOhVGXZbkJrKkiaUm6+aQzX6r7gTPyIQGrgGufT+d\noor6o/6aClwDbR64BghUljVZp6nANdCqwDXAL9NziOXHMb3X2ovqay/N6R9iBU8rFhLdV/T6tRfV\nN7ZpVcRCROKA27EWQXwFK6fdX0Wkfxva1hBfAruBF0TkEBE5SETuBQYBbwftO1VEskVkhIgMFJHT\nsEaFf2aM2dIONsYEq3bFU1zRdgnOrr7m2jY7VksoCU4lSvL4mqjZsbn2Wmf07SzEqr4elwlb2MZJ\nYlXjaqqnqjs1ZTrW9XWaq666ymkTlA5IcFHDH7HS2401xtwEHII1W/ALEbldRJwd6thJKa5smxe7\nkQLXTpI56W+O/v7wboVNV+rA6L3WXlRfe3G6f4h19Pq1l2uuucZpExQbabFXJiKHAcuAqcApxpjf\nYOXq82Et5ji9sf33leAI7UlAV+ADYAlwNJAVMr2yHGtxxk+xHgjux8qLPaU5v7FqVzzvrE/m32u6\nsMfrYuNuD4XlLsqrGg7wnP16JpcvyKDKb60iDrBwQzJvrOtCTrHltAYMVPrhpZUpeH1CbkmtMxsw\n1uf7vHiqmlhXoqxKanLmARRXWquNb9jtobQy3MZVu+K57ZPw0RMllcIzy1MprhAKy11UZ46p8lsr\ni1dz3QfpXL6gF7klbvJK3KwtiGPxz9a0muqgdkUT8eDPtiZS4YNdpS6mvNqXb3MTKKsSvD7h45+T\nuOOz7jUjT8qqhLd/SiZSJpvdXhcr8uIprhT8AWs09Uebk1i+Ix5/MH/h5Ll9a+wLZcZCa8GZ6pzX\niqLU4hGDL0pGXsc6VX6r39QFGxVFCeF1YBYwzhizBsAYU2qMuRL4FXAR8K2D9ilKm6I5rxWlPn26\nVDhtQqfi8MzSpispihJVtGYkx9fAC8A1xpgSAGNMDjBZRC4F7heRs40xk9vQzjCCOVZObWT7x1iL\nObaYqz/oQ3L/2imGz0ZY6bYhtu51cfpr9af3PUn9Y7y8qvGpjyMzKvhhVwKje3tZnlcbkB2RXlGz\ncu79X0eervc/h+/hh13xYYsyRJqa+J+1Def5G9KjEoA9FW6mzw+fJnn3l/VtGdvHy4BUH/OCx7xi\nTBEr8uL5cnv4wgr/uzhyWvNQ+95e34X/PbaQ+75K48f8lk0rvPvLHjX2/fGIPYzIqKxZxOGXRT/h\n9o6EGM2xF4u4vV4G5uQgGRl63mwiPlAFvkTcXq9qbDNVwQWr+u4uwO1NV70VRQH4hTHm+0gbjDHv\nicgomrHg+L4gIgOBW4ATgExgO1ZqwDuMMVV16l6LNUBkILALeMwYc1cjx+4OPIIViA8A/wauCl23\nRulcHLBjO+7MnnoP7EC4vV66b9mCd+hQSGle+h6lZdwxZh2XfDrKaTOigoxkH7vK7J1wdN3ILSSs\n0mdMRelItGa43RnGmMuqA9ehBFcQP4RYTizcTvywywrahgaugZpgcWPM+jZtn1cTrpvnLxKhtizN\nTawJXAM8saxbvcC1ryS/Wb+9uSiOS+b3bnHgui4PL0nj8gW1K6MP3bHNCtDFKIWFsTcN0+31Mig3\nNyrOWyzqC1bwOhBANW4HqmfV9Nud74jesa6v06i+SmtoKHAdsn0v8D82mzEMEKyg9MHA1cAVwB2h\nlUTkYeAS4BpgKJAFfNPEsV8GhgMTgdOA44An29B2pYU01x+3i8E7cqLC57CLWLwXeCoqSF+/PirO\nWyzqC9A90Lpc078dubdN7Whp//DnI3czqFtVk/WG96yMWN63q48rx+xhbKaXM4eWcOKgMh4+uWEb\nLh9TxDnDipv8vYdO3tXgtksPK6KLr9yRZ8xYvX6jBdU3tmlN8PoIEWkwMmqM2WKMOWkfbFJilK2v\nXOK0CTGN5niyl1jV1+t3UURS0xWr6/us1D1NUVIpjaZaisQ111zDlqKOndq1sTZXj7yOx5kURrF6\nDUcLN954o9MmKDGGiCSKyJ+BjXb+jjHmXWPMdGPMB8aYzcaY+cB9WGvbVNsyHCugnWWMedsY87Mx\nZrkx5oNG7B8GnAJMN8Z8a4z5AisQP1VEMu1sk9IwTvvj0bHKhn3ovdZeOqu+Zw8rYcHUnHrlZwwp\n5a1zc3hqch5nD6s3tpB4d9OLEmZ2qc0DWvrmxQD85ehCXj+78VVtLxtdxMT9y3lk0i5cIYuRzz0z\nt15Q/U9H7qn5/z9P38GCqTk8fVoej526kylDyrh9QiG/G72Xa47ag78RkxPdhpMGl9MtwU+Sp+EH\nkoN6VPHASbs4sm/94PTpQ5yb+NNZr9/24rrrrnPaBMVGWhO8vhUr37RSh0sPK2L8fp1nhd6W0vuU\n25w2Iab585//7LQJMU2s6lsZsG4Dq4u68Pb6ZCbP7UtJpfDdjni+3p7Aqz92ZU1+HHuCufzPer0P\n097qzfZid1h+/pJKIRB0NsuqhHP/04dL5veirEqYtaQbn20Nn0VS6YdFG5MoCwZ7vT5h88h/cMU7\nvVhXEFdzLLBy5r+7wXpnGjDw5rouFJa7+GFn/Rkiq3bFM/U/vVlfGIcxsHmPB69P+Kkwjt1eF2VV\nwuzvUvjze+mUVAqT5/blpo96UhJcO6CowoXXZ9lUVGGtCZBT7MYYq111A/efbklke7GbS9/uxTPL\nUzn7332YPLcvucVu1uTHkVfi5voPelJcIXy42WpDHM4sHhur13C08Mc//tFpE5QOiIgkiMhdIvKt\niHwhImcEy6dhBa3/hM1pQxogDQgdwvQrYAOQJSIbRWSTiDwdTAvSEOOA3caY5SFl7wMGOLLNLW4j\nbjmm7UZu9U9pekSi3aQnhb8wvfDK+g/3F47ay7RD23YEZyR+1W+n7b/hNHqvtZfOou/Q4EjlG44u\n5OZjCpl+WPjf5xVjigBI8BjcLuif6mf6YXuZMLCM340uqqn3+tm5vPHr8KD3xYdYxzphUBn/PSeH\np07byY1HF/LgSbv4241/YkRGBUf385IcZ3hqcl7YvkmeAP83oYAFU3M4Y6gVBHYJ/PP0PA7sXsnc\nM3NJTTD8dmQJ88/LYc6ZO5j9qzwGpPrISPZxzrBieiZZznS/FD/xEdazjRS77p7o57LRRZy4fxkD\nUn3MOTOPp0+L3J88OmlnUMMqDgymQp1+WFGNpi4H36B1luvXKf70pz85bYJiI60Z4hbTL8wfmJjL\n0JG5fL8znmSP4ZDelWzY7aF7YoDLFvTi0sP2csrgMsqDwY29FS7+uTKFy0bvpVui1RFfNKqYr3IS\nGb9fOSvyEjh+UDlgBUL2Vrj41w8pHNi9EoOwYH0yeaUebjuugF/0raCowsV3efEI8Mv+Xtwhrxf+\n9kkPvs5J5K7j8/mpMI5TDiijrMrFkpwEJgwsJ95tOOO1vvTp6uOWYwoZkOrD7YJte92U+Vy8+mNX\nzhxaysHplazIi2dtQTyTDiwjyRNg2Y4EDuxeRUp8gH+v6cpR/bx8vzOBp5Z345xhxby+JoURGRX8\n9Ze7SUsM8MPOeHom+bn+w3TunZhPaZVwQHcfvgBs3B3H2+u7UO4Tdpe7uHtiAS6BnOJ+bNxTyDED\nvOSXudhcFFeTA/vXw4uZfGAZbjEkeAwJbkO8G1bnx7F1r4fD+1SweEsS24s9TD6glDg3pMQH+GJb\nIo98m8YFI/eyo8TD+5uTSU/yc+awEj7+OYniChc7Sj3cN3oNLCemGTVK86TZSazqO6JbCf/Z2pvr\nlg+tKTv3P30a3Se/3M3v3u7daB2Aogo35/zbOtY7G7pErPNgyITz5P5W3T+9lxGx7kNL0mr+/8Sy\nxtcj+OOiyMcIpbqd3+UlNNnm5hC6jsD0Ovqc9999P/6+EqvXcLQwYsQIp01QOiZ/By7HCuoeDbwm\nIrOxAr/XAK8ZY9p1uoaIHAj8Ifj71QwGBgHnABdgPUM8CLwGnNjAoTKBsOiCMcYvIoXBba3i/p1f\n2gAAIABJREFUyjF7eG11CvnltVGPjGQft48v5Ip3rHRxvbv4yCtt+jHnnhPyuf7D9LCycf3rj9Qb\nlVHByl216exmnriLa95v+D5zdP9yiipc3DuxIOK6M3X5zzm5nPV6n5o1bwCempzH/y7uyQMn5dMt\nMcC7G5J5aEkaQ3tWclQ/L6t2xXPOsBJu+Miy/8nJOymrEkorXdwcssbMi6fn1diQdVAJl485gNNe\nsbaNzKjgyH5ezh5WitcnfL41MSx14NOn5dEvxbr8Vu2KZ3BaFb97uxeF3lrth/es5Dcji+nT1ceH\nm5MZmVHBYZmVYe3+23EF7J9WRfeiHCujegyj91p7iWV9s1nC8xzBH4/Yw4n7l7GjxE3/1Prd/5F9\nvWQNKSUrwgji68dZI5xT4wMc2rsCTzCWMO/XOawriOf6D9PJSPbzn3NyiXOZmljDsftZ/d6QcSM4\nkYKa4/VP9TP14GLm/mjlOp8wsJwxmfUXl+yeGODhU8LTfbgEuiUE6BbsOl/Iat7Lq7SEAEf08XLO\n8BLWFMTz3IpUhvSoqgmWV9MjqXZEyYDUKqYeXEKvLn72T6sdJNIlzgqFD+lRRa9kP3d90QORyAHy\n9iCWr99oYNSoUVRWRk5Ro3R8Wjs/26m/93YhOc5wVL/aTvmA7lYH+PrZO8LqWP/6uW7cnrD9+6T4\nOTPYuVYHrqG68w5ww9G7a8p+PTx8ek+3hADj94uce+nW42pHghza2/qjTIn386uDakd7P31aHr2S\n/cSFvMW0bnp+bj6m9ncPy6zksMzaP+zQ9v5mpGXT/mk+Jg4qo2u8oU9XP+MHlte0e2Qva99/nh7+\nNtbjgiE9qxjSM1wTgL4pfvoGHeD05ADdEioY28fLjLFFZHaN/Fw2PL2K4enWqJUzh9a/QffqYu0n\nAtcctYdrjqr93TOHluIPwLIdCQxz6Yh4RYmEx9WMHCBKm3IouWxnaNMVFUXpDPwauMgY86aIjAS+\nx1o75lBjzD752yJyF/CXRqoYYLgxZl3IPv2Ad4BXjDGzQ+q6gHjgQmPMhmDd6cBSETnIGPNTS0yj\niWeJqw7Pp6h7Ma+uTmFAahVb91rL6fTu4mPKkDIO71PB9Ld7M+3QvTy3IpW0xAB9U3wc0L2SDbvj\nGdffG7YWSzWPnLKTVbviWVMQz9VH7sHjguxD9vL896kc0cfLklxrltDZw0r49xpr/wVTc5i3tktY\n8HpYeu2I6ksPK2LrXg8Hp1ficVm+/Jg+9YM71Ry3XzmfbAlP1xXnsuSYdEAZ90ysDRzNnlIb7Dnl\ngDIyu/o4qEdVjT8O1gjNtQXxZHbxEeemZkYTwLOnWX76S6fvYPGWpBpf+rLRRTy1vBsnDCpn0gGW\nj5zoMTx4cn5N0PmVM3NJSaj9nREZlu9/wahiHl6SxmkHlvL2+i5cdMjemueSC0bV5qK98/h8+nX1\nkdGl1s8I2D+4W1E6LIOCk10E65k6UuB6/nk5zRpJOHH/8rDv8W7r+f3+E3cxrGcV0oLhiBcdUsxF\nhxTz5bZERkcIXLc1bhf8bbylxaC0Kp5bkUpqQuTnlUsOLaJbQoCTBpdH3D7loFK6JQQYmVGJCBy7\nX/3UK4qidAxakzYEYJ2IFDb2aVMr6yAiB4nIPBHZJSJFIvKpiIxvoG4PEdkmIn4RSbXTrmigX0p4\n4HpfEIGUBIMInHpgWZij3BbEueH28YUNBq6bw+jeFZx3cDFnNJC7yu2CI/raf5NVlI5KnMT0u8io\nJKanLymK0lL6A0sBjDE/ABXAA/sauA5yH9ZijA19hhOST1tE+gIfAp8ZYy6vc6xcwFcduA6yOvjv\nfg38/g6gV2iBiLiB7kBexD2C3HbVb/lg5tmUvzKZzbOz2PRsFiXPHsF5cS8C1kCRJ07dSfqOt9n0\nbBZgBXtmnZLPjUcXsuGVP1Dw9bNhxyzbtowb/nAhv0zfxnXj9tSMSPz57duYtOuv3HxMIS+fYQ1U\nmZSxmspXJ3PD0M8BKwBy9wn5pK++j5QvrgKs0dLTDt3LKfvls/yxM+mWv5jjB5XXBK7nzZvH1Vdf\nXfP7xw8sY/phRWx64TyKVs4DrCDyvF/n8Nmni+m18GROGBQegLnpppuYM2dOzfdDe1eyYc33ZGdn\n1yxM9cBJ+SyYmsNDD9zHo48+SnKc4e4T8pn36xwCe7dYdbevCxsEsuztx8l56zq6xtcGhMrLy8nO\nzqZk42f8ZkRxTeC6bjsmHVDGgqk5rHzmfP6YNrsmcA2wePFisrOzATisd2VN4LpuOwBWrlwZ1o5q\n7rvPakco27dvJzs7m/Xr14eVz549m9tvvz2srLod33wTvpZo3XZUc8UVV7Bw4cKwstB2hNIZ2zFz\n5kyeePHFDt+OaD4fN998M6+8+SansoZzBu7k+EFlDZ+P++/jscda345BXfYybVrr2jGuv5dEj2nX\n85ESbzh0693sXhiebqP6fOxX/FFY4LpuO9wuazDhlVfWPx+L1q5lWoQ2x8p11RnbMXPmTJ58MnxN\n6C1btpCVlcWaNWvCymfNmlUvR3ZZWRlZWVl89tlnYeVz5sxh2rRp9Ww777zzmDdvXljZokWLyMrK\nqld3xowZPPtsuF+ybNkysrKyyM8Pn7Vw6623cvfddzvWjjlz5jBu3DgyMzPJysoiKysr4nlsb6Sl\nvrGIBLDy7xU1Vs8Y88I+2NWUDeuAtcANgBdrVfRsYLAxZmeduv/FGsFyKtA9uGp7pGOOAZbOnz+f\n0aNH22V6p2bOnDmcf/75jvx2YMcO+n/8MdsmTMCVGZtrBDmpr11E03mLRX0BCn7O58IvD3HaDAAK\nvn6WnkdO5+D0Cn7MT2h6h0Y4sHsl63fXz4k9ureX5XmJEfYAj8vgC9SGlrsn+tkdMjX618OLeW21\nNW0y0RPA66t9/5scF6Csqnnvg79jpiPXdKxew9GAz+fjX//6F9deey1xcXFOmxNzLFu2jLFjxwKM\nNcYsc9qetkRE/ECmMWZX8HsxcIgxZlM729EPK3C9BGt0tamz/SRgIXBgtW0iciiwDBhqjFlf55DV\nCzauAg6vznstIicDC4D+xpgdEfap548vWJ/MI9+mccPRhRxXZ3aiMXDaK305qEclD50c/vBXPYL4\nxawdrMqP5+4vevDKWbmkxLfvS9tqO0IXW9u2182OUistXnszZ84cpk49n29zEzi8T0WLRmDuK9Hk\n19lFrN1rfT4f/txc9v/8c3InTsRkNJ2WzU5iTV+ILo1jUd9IONUXdRZ9neKll17irLPOYuDAgeqP\ntzHR4Iu3Nm3I3LpB4vZCRHoCBwLTjDGrgmU3AL8HRmI53tV1rwS6AbdjBa8VB1m5cqVjnbVxuShN\nTMS4WjvZIPpxUl+7iKbzFov6AqQlBZiX8Dwv9j6VSSOtKYqllcLWYg/9UnwYY6VJKihzc8376ez2\nunluSh5JngCpCeEBAH/Aykv9/qbkeiuiG0PYA3KlH77clki/FD/9U32UVQn/+O5T7plqddVen7C9\n2E1BuZsjQh6u91YIKfGm5rs/ACvyEupN0fYHYNOeOArKXRggPSlAl7gAfVLCZ3o8tTyVt3/qwtwz\nd5AUZ8gvc7FoYzK/OqiU1ARDYbmLRI+pmXky7dDimvYEDGHrEpRUCusL4ziwRxWJHoNL4NvcBDK7\n+ElP9rO2II4hZjulXztzTcfqNRwtrFq1ymkTlI6JAM+LSHUnlgg8ISJhU8qMMWfZZoBIH+BjYDNw\nPdBLgp2sMaZ6hPT7WIHq2SJyNeAGHgEWVQeuReQI4EXgBGNMrjFmjYi8Czwd9MnjgVnAnEiB64Y4\naf8yiitd/DJCLurqe8GQHg0vjJiebKXkGx9F08X7p/ojpgRoD6rvBU7MTIwmv84uYvFea1wuKrp2\nxbjbaHrvPhCL+kL0aByr+tbFqb6os+jrFD/88ANnnWWbu6Q4TGtGXvuBPk4Fr4M2/Ah8ijXiuhJr\nJPifgWHGmKJgnYOB94BfYAW7P0RHXndavF4vW7duZcCAASQmRh51qUQfet7spyUav/xDV176IbVe\nYDoUfwDKfULXdh7Z1lHQazo28fl8VFZW6kgPm4iG0R52ISLPNaeeMab+PM+2s+FiYHbdYutnjTuk\nXiZW8PlkoBRrBPW1xpg9we3jsfzt/Y0xW4JlaVhB7ilAAHgduMoYE3Exktb447nFbtKT66fNu2JB\nBjvL3PznnGbHyW3hP2u6cHBGJcN6Nhxg7yzoPbDj4fP5KCuz/lyTk5PxeFo79k1pCNW4/dG+KDZR\nf9w+osEXb03PGA3pOk8C5gHFWI5wHjApJHAdD7yM5VBvD66ariiKouwD548o4dyDSxqt43ahgWtF\nUZRmYmdQugU2vAA0me4vOFr6141sX4w1Iju0bA9wwb7a2Bh1Z9RU8+ikXXb+bLM5a1jkdVkURVEU\nRVGU5tHieRLGGJcdo65F5C4RCTTy8YvIkGD1x7AC1r8EjsAKZM8Xkd7B7f8AfjTGVGd2lzr/Nkh2\ndna9z5QpUzQxvrZD2+FAO+ouuNBR2xHN5+PVV19tdjsee+zRmgWuoq0dHel8LFmyhMsuu6zDtyNW\nzocuEFOL0wvEANx4441hC8REyyIxSsfD7QpP7aQoiqIoiqJ0TFqcNsQugrmsezZRbSMwHmvBmDRj\nTM1QhuAijs8YY+4RkeVY+a9rNmMF6n3AHcaYv0X4fU0bEsPo1KCOiZ43+1GN2xfVOzbRaYr2Eg1T\nFZX2Qf3x2EbvgR0PTWlhP6px+6N9UWyi/rh9RIMvHjXjEYwxBcaYdU18fEBS9S51DhGgtj1nAYeG\nfC4N1j8GeBTFESKNbFPaDtXXXlRf+1GN7UX1tZfLL7/caRMURVGaRO8F9qL62ovqay+qr72ovvYy\nffp0p01QbKQjvtb7EtgNvCAitwPlwGXAIOBtAGPMptAdRCQDa/T1moYWbFTsJ9KUYaXtUH3tRfW1\nH9XYXlRfe7ngAlvT+iqKorQJei+wF9XXXlRfe1F97UX1tZeLL77YaRMUG4makdfNxRhTAEwCugIf\nAEuAo4EsY8zKxnZtB/OURhg/frzTJsQ0qq+9qL72oxrbi+prL8cee6zTJiiKojSJ3gvsRfW1F9XX\nXlRfe1F97eW4445z2gTFRjpc8BrAGLPMGHOqMSbDGJNmjPmlMWZRI/UXG2PcOupaURRFURRFUWoR\nkYEi8oyIbBSRMhH5SURuE5F6CSNF5FoRWSsiXhHZKiI3NnHszREWYL/evtYoiqIoiqIosUaHDF4r\nSkuJ27uXw1etIm6vvr/oSOh5sx/VuH1RvRVFiUKGYaXX+x1wMHA1cAVwR2glEXkYuAS4BhgKZAHf\nNHFsA9wM9AYygT7ArDa0XelA6D2wYxJfXMz+n3yCR8+bbajG7Yv2RYrS8dDgtdJuLFy40LHflkCA\nLl4vEgg4ZoPdOKmvXUTTeYtFfUE1bm+c1Lsz6Osk7733ntMmKEqrMMa8a4yZboz5wBiz2RgzH7gP\nawF0AERkOFZAO8sY87Yx5mdjzHJjzAfN+IkSY8wuY8zO4KfcpqYozUD9cXuJxXutBAIklJQgfr/T\npsSkvhA9GseqvnVxqi/qLPo6xbvvvuu0CYqNaPBaaTceffRRp02IaVRfe1F97Uc1thfV116eeuop\np01QlLYkDSgM+f4rYAOQFUwvsklEnhaR7s041g0iki8iy4JpR9y2WKw0C70X2Ivqay+qr72ovvai\n+trL448/7rQJio14nDZA6Tz07NnTaRNiGtXXXlRf+1GN7UX1tZcePXo4bYKitAkiciDwB6z0INUM\nBgYB5wAXYD1DPAi8BpzYyOEeApZhBcKPBv6BlT7k2ra2W2keei+wF9XXXlRfe1F97UX1tRfVN7bR\nkdeKoiiKoiiKEmOIyF11Fkus+/GLyJA6+/QD3gFeMcbMDtnkAuKBC40xXxhjPgGmAyeIyEEN2WCM\nedAY84kx5gdjzFPAn4H/ibQYZCjZ2dn1PlOmTKk35Xrx4sVkZ2fX2/+mm25izpw5YWUrV64kOzub\nwsLCsPL77ruv3mi47du3k52dzfr168PKZ8+eze233x5WVl5eTnZ2Nt98E57+e96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2AAAg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650U4plczI3q1sGx7DrUhD5vqfBxREub4viGG9wizsc7HvFWFHN2zmQGFEdbu9rO32UMwLAwu\nCnP20CC7gl4qa32srvEzdkCIYNj6HESNsGy7tUxAoS89Rl678T3clk8MTQ4di7Ihvk6aNWsWl112\nmdPVUOpgngL+IiI3AEuwpvk7DfgtVl5vhzuwOs1XikgE66rPnxtjnrBpf+oQnDwXhI24ftoQt55r\nBxS08PXja/H5rO6DoSVhxg1sP/jhyB71CX8f3Ssxx5x/RdW+/0ei1pzTbR3Tq4Urjq9vt31UnxZW\nv3APjzxywr5tk8fU7fv/KQP21+c7o+v4zug6DuWonmEAJnawv7OHNgHw+aMaATht0M599+0K1pLn\nM+T7rR9jLh3VsO++M4Y0xf4XTHi+By7a//gxA0JYszjB5SNrWVh54GlXUsmt79+2nLoKJFvi65Q/\n/elPzJw50+lqKJsczvCv1cDtIvKIiNwgIj+MvyWrgh0RkadFZKOIBEWkSkT+KiIdTiYlIkeLyF4R\nqbGzTurQnDyQeLNgnlk3Hqj/9lEvntg4ktveGsAPF/RlZkUP/rcxnyc/tgaINUeEbQ0+Fqwr4F8r\nC/n7h8X8c2URr23KY/nOHN7dmsvCynw21Pr518pCfv9OD372ah8e/6iID3fmMG9VIVNe7MemOj+r\nawK8vyOHJz4uShgBUVlnLePR66tziRqhKexh2fYcZi8r4aFlJSzdlktds5eNtX4WVeZx88LePL+m\ngIffL+GJj4v41Wu9efLjIhZvymNjrZ/HPypiW4OP2ctKmLuiiKdXF/LWljzeqcrd13ENsCvo5a0t\nefx1eTEf7MhhY62fqBHW7fHz7CdWW+atKgRgze4Ar23Ko6rex95mD+GosKHWz1+XF/P8mgKW78wh\nFPHw+uY8KrblUrEtd1/HNYAnTX7XceN7uC0n57zOhvg66d5773W6CkodymTgBeBxYCNQGfv/i8D3\nbdrnROBK4AqsxSO/BUwVkW8c7EHl5eXtbhMmTODFF19MKLdw4ULKy8vbPf7GG29kzpw5CduWL19O\neXk5NTWJXwnuvvtu7r///oRtW7Zsoby8nDVr1iRsCJXf8wAAIABJREFUf/jhh7n11lsTtgWDQcrL\ny1myZEnC9nnz5nHdde0HmE+ePNnRdsycOdOxdkSi4Il1GLn19Wg912Z6O1rNmDGDWbNm2dKOH9/Q\n9XbE5zJOfs5750XJ95ukvB4vPngD6xc96kg7WrW2o22u6PTxqrvtaKttO8JG2PDBIq655pqUtqPt\nFXrp8jl3+vVIVjtGjBjBgw8+mLCtsrKSsrIyVq5cmbD9vvvuY+rUqQnbGhsbKSsrY/HixQnb58yZ\nw6RJ7Sd2mDhxIvPmzUvYtmDBAsrKytqVnTJlCrNnz07YVlFRQVlZGdXV1Qnbp0+fzp133ulYO+bM\nmcP48eMpLS2lrKyMsrKyDl/HVBNjuveLk4isP8jdxhgzvHtV6tS+f4S1OONWYBBwT2yfZ7Yp58O6\nXHEHcLox5oDX5IjIKcDS5557jtGj2y7MrjLdwxV5/HdDHrO/UEVubq7T1VGd9KuFJby9teDQBVW3\nXXLMHj5T/D5DhgzRz0YK/Oa1YrbXtXDnebs13i4SDodpbm5m2LBh+P2pXLc+O1RUVDBmzBiAMcaY\nCqfrk+lEpAA4ChBgjTGm4RAPOZx9VQK/Mcb8KW7bz4GvG2OO66C85uMuNumZvnyqaCtTxof1HJgh\nwuEwjY3WyOP8/Px9I69V8jy3OpeZFT15/KJVFBRojFOhbO4ALh60hq+P8eqxyEU0H7dPOuTi3T4y\nGmOOTGZFurjv38f9uUlE7gCeEhGvMSYSd99twArgFeD0VNZRpRefRIlGQSKRQxdWaWN7g4+ze1Zy\n3Zkhcgq0E7uhWSgIJPcSt1BDA9Vrg/rZSBGfRDFho/FWSjkm1ln9QYp2l481PUm8KId39afKUJEo\n5EaakYi75712G4lE8Dc2Ijk5oB2rSZfvj2IQonsakFyNsd2MsY5FeeFmJBJwujpKqU7K+MRRRHoB\nXwdej++4FpHPApcBU5yqm0ofgeYmPOEo/r17na6K6oKGkDBqd5W+bjHJ7rgG8O/dy7iPP9YYp0gg\n0kxuMKTxVkqlhIj8W0SKu1D+MRHpl8QqPAv8XES+ICLDROTLWIs12jXHtkpjkSgMrd6h58AME6iv\nZ/hrr+GrO/Qc0qrrCnzWPPB93lyqMU6BqAGDcPTWzXosUiqDdKnzWkRmxC417Gz522Ody0knIneI\nSD1QDQwBLom7rzfwF+Bbxpj2qy8oR7SdGymVfGJowXvoghnMyfjaJRQVckiPxQTdGN90kw0x9okh\n7NDvxtkQXyfdcccdTldBqY5cDPQVkeJO3EqACUBhEvf/A+CfwP3Ax8BdwEzgF0nch+oCJ88Fkajg\nw91XHum51l5ujG+uzxqcEsT5aQ7cGN+2wrE1Y/0OHIuyIb5Ouu2225yugrJRV79B/wjr8r/OmgL0\n6EzBWEd39CC3iIiMiHvIXcDJwPlABPhb3H2zgMeMMa+3Pn1nK6wLxNjXjkGDBjnWDq9nf4eRW1+P\nQYMGuaIdre6++242LLibQFxi4WQ7WuPbnXak8+vxRJtFJpxsR3yMnT5eHU474rVth08Mm1ctYlIH\nZe1uR3x80+lzns6fj64saLV+feJSILpATPfaMW3atIQFYtJlkZgMJliLrO/uxK0GSOocXcaYBmPM\n9caYI40xBcaYY4wx040x4WTuR3Ve/Lkg1cJG8BF1bP+p4GR8s4Eb45sTG3nd1P0ZXZPGjfFtK2Ks\nriEnjkXZEF8nDRw40OkqKBt1acFGEYkCtbSfu+5ASoBjjDHrOvHcvYHehyi2rqNkV0QGAZuA8caY\nt0VkN1by3dppLVgd9WHgGmPMIx08hy4Q42LPLQ3z508GMe/c9/GUljpdHdUJxsCEJwcwjf8y/txe\n+rrZJLptG4P/9z82n3uuxjgFHnrdy7ubAjxw7nqNt4voAjH2SodFYjKViJzTjYe9ZYwJJb0ynaD5\nuLtdMreUa6MLOfvcEj0HZohwOExk61aOfP11tp53HqZvX6er5DqfVAs/enkAd/EsJ5w3VGNss70h\nYeJTA7iHZxh57mA9FrmI5uP2SYdcvKs/77UfNnNo2ztTyBizC9jVjecH9s0HkRP797S4bWBNKfIT\nYDxQ1c19qAzmFUMYL134rUY5LByFKEIOOjhLuYdforRk/nITSqkMYYxZ6HQdlGoVzoJpQ5TqqpzY\ntCGr6csJDtclG7SOvPZ0ejymUioddKnz2hjzqF0V6SwRGQecCizGusTxaOAW4BPgTQBjzKoOHhM1\nxqxIbW1VuvB5rJNT2IjLZ752j5aolVho57VyE5/H+iFNKaWUyiaR2KCEgHZeK5Wgb571XSeUBtOG\nZINorM/a6/IpjJRym0wc/hUELgVeBlZizW+9DDjXGJMeK7upDrWdvzSVfGKdpVp/aXUjJ+Nrh1DE\neq1y06Tz2m3xTUfZEGMnF2zMhvg6ae3atU5XQSmlDsmpc0HroAS3d17rudZeboyvL5YW/o2xzlYE\nd8a3rUisz9rrwMjrbIivkzS+7pZxndfGmA+NMecZY/oaY/KNMUcZY35gjNl6kMc8aozplcp6qvZ+\n/etfO7Zvb6zzOhx1b+e1k/G1Q3M4vUZeuy2+6SgbYuz1GFocGnmdDfF10l133eV0FZRS6pCcOhc0\nx/qs02VQgl30XGsvN8ZXYl9Px7DJ2Yrgzvi2FY0NZnNi5HU2xNdJt99+u9NVUDbKuM5rlbluu+02\n53ZekAtAsKDIuTrYzNH42qB15PW6IwbTUuT86+a2+LZqKSrineOO0xiniCcvQEh8jsQ7G+LrpOnT\npztdBaXSkogMFJG/iUi1iDSKyPuxhRmVA5w6FzTH8roNQwamRc5hFzeea5sLC1l31lmEi4udroor\n4wswID/EoEF+x2Ps1vjGi8QGXH8ybGjKj0XZEF8n3XLLLU5XQdkoIzuvReRpEdkoIkERqRKRv4rI\ngA7K/VhEVolIk4hsEpFpTtRXWQYNGuTYvn0+K2EOi3vnmnUyvnZo/ZITzfVjvM6/bm6Lbyvj9dKY\nl6cxThGvVwgbjyPxzob4OmngwIFOV0GpDonIN0TkgFcgikiBiPzCpn33AF4HQsCFwLHADVjr1igH\nOHUu2JfX5aVHXmcXN55rjddLc1FRWrxubowvgN9rCPlyHI+xW+Mbr3XO65acQMrjnQ3xdZLG1926\n3HktImeJSOAg9+eKyDcPr1qH9ArwFWAE1vzXRwH/aFOPPwD/B1wPjATKgCU210ulKW/scqyIi6cN\ncZvm2JVcfo8upqHcw+cxGGTfqA+llEqBR4F3RORTB7i/ELDr0oGfAZXGmG8bY5YaYzYaY142xqy3\naX8qTbV2XvvF3XNeK9UdPjGE9StPSrSugeURTcaVyiTdGXm9EFjU0UjnmBLgL92v0qEZY35vjFli\njNlkjHkLuAM4TcQaVisixwKTgTJjzPOxRPk9Y8x/7ayXSl8+T2zOaxcv2Og2rXNea+e1cpPWRXn0\nhzSlVIqtBd4UkUtTvN8JwLsiMldEtotIhYh8O8V1UGmgOXbe82lep1Q7Pq+hJZqRF8VnnNaR19p5\nrVRm6e4RMh9YKiKfTmZluiN2GeTXgdeNMa0/5X8JK0kvE5F1IrJeRGaJSE/HKqq4//77Hdv3/gUb\nHauC7ZyMrx1a57xOly85botvOsqGGO/7Ic2Bt3U2xNdJDz74oNNVUOpADHAV1mCPuSLyqxTuezjw\nPWAVcAHwJ+APInJVCuug4jh1LsiWQQl6rrWXW+PrE5MWV+W5Nb7xWgeQeEh9wLMhvk6aOXOm01VQ\nNupO57UBvgg8D/xPRCYlt0qdIyJ3iEg9UA0MAS6Ju3s4cARwOVay/i1gDG2mFlGpFQwGHdt3a4eR\nm0c7OhlfO7RE0+vyUrfFNx1lQ4x9+35IS/2xKBvi66Smpianq6DUgQiAMeY2rHz5RyLylIgUpmDf\nHmCpMeZmY8z7xpg/A7OwOrQPqLy8vN1twoQJvPjiiwnlFi5cSHl5ebvH33jjjcyZMydh2/Llyykv\nL6empiZh+913392uQ2HLli2Ul5ezZs2ahO0PP/wwt956a8K2YDBIeXk5S5Ykzk44b948rrvuunZ1\nmzx5sqPtCAaDjrTjuX8/BoBfoklpB6Tn69F6rs30drSaMWMGs2bNSpt2xOcybvmc33TTTax/7ZGE\n3NCpdrTNFZ0+XnW3HW3Ft6N15PWH773JNddck9J2vPTSS0lrR6tMfz2S2Y5XXnml3WCSyspKysrK\nWLlyZcL2++67j6lTpyZsa2xspKysjMWLFydsnzNnDpMmte/2nDhxIvPmzUvYtmDBAsrKytqVnTJl\nCrNnz07YVlFRQVlZGdXV1Qnbp0+fzp133ulYO+bMmcP48eMpLS2lrKyMsrKyDl/HVBNjuvaLk4hE\ngVJjzA4R+T7wO6xRFNcZY6Ii0h+oMsZ0afZ7Ebkd+OlBihjgWGPM6lj5XkAvYBjWPH11xpgvxe57\nEPg2MMIYsza2bTSwFBhpjPmkg/2fAix97rnnGD16dFeqrjLAiu1Rbnh1MHees4UTBri3A9tNXt2Q\nx2/f6slvR7/GUcMGkZub63SVXKmpqYlNmzYxZMgQjXEKvLFR+PWbA/jzhRsZ3NPvdHVUkoTDYZqb\nmxk2bBh+v76uyVZRUcGYMWMAxhhjKpyuT6aJz91jf48C5gFhrDVhGuhG7t7JfW8AFhhjronbNhn4\nuTFmSAflNR93qTc353Lr4l78+sQ3OG54qeYcGSIcDtPY2AhAfn4+Pp/P4Rq5TzgcZvrCXnjEMP3s\n3Rpjm62o9nPDy3356XHv8OkRvfVY5CKaj9snHXLxw5pYyRjzAHA+cAWw4DCn5bgbGHWQ27HAurh9\n1xhj1sTmsf4a8IW4aUy2AuHWjuuYFbF/hx6sEjrSw53t8MVNG5LJ7Yjn9nbMnXUHO165E5/sv7w0\nE9uR7q/H3LlzXdGOTHk9Ah7D3lULuH5K+ylfM6kd4I7XI1ntmDFjho70SFI7pk2bljDSI11Ge2S4\nhJEqxpiVwKnABuAdrOk87PI61sLp8UYCG23cp0pDjS3W4JE8b9jhmiiVfnwes28hQWWv1iuxvTrn\ntVIZ5bBGXsdtGwo8hbVY4/eAF+0YvXGQOg3FSsDPNcYsEpHzgReBo1tXMxeRk4AKrJHXazp4Dh3p\n4WKVWxqY/Nox/HrcBk45KuB0dVQnPPtJPrMqSvhn6RPISSfh79HD6Sq5UsuePZj339cYp8hHG5qY\n+tZwfn/GWo4Zkud0dVSS6EgPe6XDaI9M1lHuHtsuwG3Erny0aeT1WKwO7F8Cc4FPAw8C3zHGPNFB\nec3HXer3S0p4aV0B8wbM0Zwjg4TDYUI1NfSsrKRp5Eg8RUVOV8l1wuEwdywqIrg3zK2frdEY26xi\naw43LezNn/s+Tf8xx+ixyEU0H7dPOuTiSVnS1hhTCZwBvA08l4znPBARGSciU0TkJBEZKiKfBR4H\nPgHejBV7Gauj+mEROVlExmBNbbKgo45rlRptR6qlUqAlBIAJtThWB7s5GV87tEQEvyfKEVu34k2D\nuWTdFt9W3qYmjXEK5YWtOIeDqT8WZUN8naTxVWnsUaDdpPfGciPWFYwL7dixMeZd4MuxfSwHfg78\nqKOO62TbXOflrS05du8m4zhxrGoKCy+tKwBIm5zDLm48F/hCIfqsWZMWr5sb4wsQMGEkGHI8xm6N\nb7xQxBp5ffTOqpTHOxvi6ySNr7t1Z0KlhUBz243GmCbg6yKyjEMswnKYgsClWCM4CrCmCHkBuM0Y\n0xKrixGRCcB9sfo2APOBH9tYL3UI119/PY888ogj+269LCjs4suxnIyvHVoiQsAThfRYr9F18U1H\n2RDjQGzx2FAkKb8dd0k2xNdJ06ZNazcliVLpwBhz0MXVjTFzRcS2wSfGmPlYeXinXfffAYyo6svm\nvX4uGVnPvFWF3PDp3dQ1ezi5f4jZy4oJR4WhJWGe+6SAyafU8rkjG9nT5GFPyENpQYRr5vff93w/\nP6OGP1WUUDaiAZ/HcN4Rjext9tAvP8KHOwPMW13I2NIm8v2GmiYvHjHMXlYCwPAeLQwraeHVjflM\nP2sX9c0e3q7K5fwjG/F7Da+sz+eYXs2cMyxIY4uH2pCHuthtSEmYB94tYWTvZo7q2cLH1QGGFofJ\n8xkq63w8vbqQi45qYHRpiBP7hVi/x8/yHTmcPTRIODZrWmHAUOCPsrXexyc1fkaXhnj8wyK+PKqe\nQUVhPq4OsGxbDl8e1cDa3X4qa30MLg6zuc5HKCxUB72MLg0RicKgojC/uPYGrrvzcW5e2JvhPVo4\na0iQLx7TQEOLhx0NXn76Sh/GDmjilNIQYwaEKMmJ8K+VhRQGDGcPCWKAd7fmIMDH1QEuP7aeh5cV\ns3RbLjMv2sGQ4jAf7gjQKy/C1nofb1flsnRr9vyIoOdae7k1vj4xhJMzrvCwuDW+8Vo7r3MJ05ji\nfWdDfJ00depUZs6c6XQ1lE2603n9Kh10XrcyxvwW+G23a3QIxpgPgfM6UW4b8BW76qG67oYbbnBs\n363zJsev4uw2TsbXDqGI4Pekz1xkbotvOsqGGAe81rEoFE39F5RsiK+TfvjDHzpdBaW6TERyge8D\nPwFKHa5Ogs17rUt+560qBOCet9svrfPBDqtT9E8VJfypouSAz3Xb670A+Mv7xQDMeq992XeqOl60\na90eP+v2WHX51Wu9921fvGn/1E8vb8hnZsWBLz1fXXPgKeteWFvAC2sLErY9/tGhpw14eUN+wt9z\nVxz4Mc+v2f/8jSfezs0LrXa0tu3R5cUJ5d/dmsu7W3PhvcTnaY1fvFc37q/H917od8h6u52ea+3l\n1vh6PYYWUjbr6gG5Nb7xmmMDo3JI/fz72RBfJ1177bVOV0HZqDvfnqcDhcmuiHK/E044wbF9+2Kd\noG5eCMPJ+NqhKSzkedNk2DXui286yoYY53iszutmBzqvsyG+Tjr++OOdroJSHRKRHBG5XUTeFZE3\nROSS2PZJWIuhXwf8ztFKqpTJH3yKY/t+8NSPHNt3qui51l5uje/r1b1ZQf9DF7SZW+MbLxQRfBLF\nS+oHSWVDfJ2k8XW37oy8drz3T0SeBk4G+gG7sea4/qkxZmtcmQuxphY5HmgCFgE3GGN0dfMslA3T\nhrhNQ4uHfF/6dF4rlQy5sZHXwbDzl4YqpbLGLcB3sfLl04F/iMjDwHjgeuAfxpi0OuHectZ2VgXq\nGTugiYAXjurZwttVOaypCTC4KMy4gU38dXkRZwxuYklVLq9vyuXCoxopzolyYr8QoYiwpibA6YOD\n1Dd7KPBH2dvs4Z2qXHrkRqkNeSgIRPEK5PmiBMMeRvcP8diHRZwxJEjP3ChH9WyhJujh5Q35jCkN\nMaJ3Cze+2puqvV7KRjQwrCRMOAob9vhpDAs7GrxccXw9TWHhuv/05Zyhjby5JY+fn1HD8h0BXt2Y\nz7Wn7qGyzkeO1zB2QIgVu/yMKQ3RHBE+2hngTxUlnDUkyDOfFPKXCdvpkxfh7apcdjV6GN4zzNT/\n9qE4J0JdyEvZiHpOG9TEiuoAlbU+vjO6jg93BijOibKzwYs/FrfXKnP3jRz//FGNFAei/Gd9fsJo\n7FaDi1o4qmcLN5y2hxXVAe55qwdH92rhrKFBcr2GT2oC5PujlOREGVgUpmqvj492BvjqcfW8siGP\nYSVhRMDvMUQM/GtlIdefuodZy4q5/Nh6BoVDqX4rKZURTum5h0U7+yT1OY0B0a++7TSFPeR4ozgw\n8FopdRi603kNOPAzVaJXsFZH3woMAu4B/gGcCSAiRwDzgLuBK4ES4F7gX8DYlNdWOc7f2nnt4mlD\n3GZFtR9/1L0LbKrs5PcYSghS06wrYCulUuYrwDeNMc+IyKeADwA/cJIxxumcvkNFgSjfGV2XsO2c\noU2cM3T/4lrXnloLwLiBIaaMrW33HMf1sXKIPvnWj4Z9C6IM71l/0P1ef9qehL/7FkT52vH7H/Ob\nz+xq95hPD2rfITv/iqrY//bsq+P/nbwXgDED9pfvV9D6m4HhrKFNnBVr3+Qx+9t++uD9bW593lAY\ncmLf4k7uv382x7OHtl987MpPtW/ziN61TBlby+Y6L/0LIvg7mK3ghH7NPFK246BtPbZPC+cdGTzg\nfk6Llf/FWbsBiG5rvx+lFIwsqmfRzj7cvOxIrj2zkV551nFrc52XwoChR26UqIE3NufSLz/CgKIw\nRYHEw3dzBPY0eSnOifKT//ZmR6OXP1xQTXFOFK8YPAKe2FfhprDEHiPk+6Os3e2nd16EwoAhz5/4\nvFFjdYQv3xGgb0EEn0D/wki7fe9o8NInP0qu7/BPK+t2+xhWEiYUEXJ9hpqgh11BLyN7J343DEeh\nodlDXbOHgNeQ74tSlJO4/0gUtjV4KS2IsCfk6XD6I6VU+utu5/VqETnoUckY06ubz31Ixpjfx/25\nSUTuAJ4SEW9s5MgYwGOMubm1kIjcDcyLK6NSbM6cOXzta19zZN+tJ+qGiJfqRg/1zR5uXdyLvvkR\nRvVupjgnykc7A+wJeana66UlKjS2eDh1YBORKHg81lyIvfMi1AQ9XPfpPeT6DCurA2ys9fHBjhxO\nKQ1RsS2HlqgwrKSFjbV+8nxRAl7Dif2aeS02N+L3xuxh5tIenNA3xMY6H8WBKHuavHx/bC2rdvl5\nenUhx/Zppi7kYcteHzn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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2af528554e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d.plot_motion()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FaRqj81ppYScIJ6/hVCCV9LuYbrW/X1uSy2tLcmPW+2BFNkA9IxmoYyTHKpu7tr4+JS2r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\n4bONiPK0TDRJTp7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TqnquXeevwIXsSGF9SWTCETtE3B3A74As4EvgMlVd1ECbxvXCxXw6\nv5LbF+7K87/+jg69uzgtjqEFGNeLxOLZuBHPGedRVbyFTr3yKXvmqTY12lKRTuPGkfHVV7XrVfvv\nz+YoP01D+8W4XiQWp10vWjWiLCKHY0WX2BPLuF0MPKCq77fmePFIYa2qQaxR5KtbI4PBXYSjXrh9\nRNlgaCmFF1xAxg9fWysl4D3/fGO0JRjv+vWNrhsMhuSlxV/dRORirOQg24C/Aw9ixUx+R0QuaY0Q\nIjJCRKaJyBoRCdkps6Pr3CIia0WkQkTeE5EBUdtX2PuGl6CIGKM5RUkVH2WDoaUYo63tCXbr1ui6\nwWBIXlrjnnYdMElVT1fVB+3lDKwR5utaKUc4hfUl1He/iExh/XvgAGA7Vgrr9IhqCvwF6IYVX7k7\n8FAr5THEiehwP22BZ+NGjrriFN66bVd6XnAOnqhwOG7CCf2mGm7TcbIZbW7Tbyy2PPYYi3Y9iJKO\nvagaMoQtjz3Wpu2ngo6dxOjX3bTGUO6AnW46ineBgtYIoaozVPVGVX2D2GnUalNYq+oC4GysTHzj\nouqVq+pGVd1gL/FP02VoEZMnT27zNgsvuIBui76md8kyMr/7jsLzz29zGdoKJ/SbarhNx1see4yy\nwcNY1XEXtuy1b5sbbdG4Tb+xCHXuzF+u/oAp109n4xNPtLlPeCro2EnuuOMOp0UwJJDWGMrTgBNi\nlB8PTN85cerTUAprrMl6B0dV/7OIbBKRb0TkSnuCn8FBnAibk0qflt0YlqgmL4+vBg2iJi/PaVEA\n9+k41LkzC55+jeOu/5lP/v2m4xP53Kbfhgh6vGwq7ODIdZ0qOnaKW265xWkRDAmkNZP5fgCut5N8\nzLHLDgJ+DdwrIpeGK6rqgzstYfNSWIPlL/0NUAL8CrjT3n5lHGQwtBInwhIFu3XDt3JlnXW34saw\nT+r1UpGVhXqT4z3XjTr2+KwxkoB4ieHt1qa4Ub+xCCEE07yOXNepomOn6Nmzp0lh7WJaM6J8HrAF\nGGT/Pg/YC9hq/55kL5fFScaGiExhjao+oKofq+oCVf0XcAXwJzvxSIOYFNbu68fDY8awZtABrO7U\nn8rhw5l9xRXtsh9uOR+mH8nXj/Ak15C2735Ekuz9+PKhE+v5FbbHfrjlfJgU1hYmhXXTJEUc5Uha\nk8K6geMMAuYDe6jqTzG2mzjKLub57zN4fUk+zxy3iszMTKfFMbQAv9/PqlWr6N27tzl3CaJ4aw3n\nzujLtQcWM6J/yGlxUoILpndmYM56/nRwjbmuXYaJo5xYnI6jvNNJmUTEKyJDRaQwHgJF08wU1rEY\nBoSADYmQy9A8ot+424pASPCK+w0Ap/SbSrhRx16PNUASTIJxEjfqNxYhFTwOubmkio6dYsqUKU6L\nYEggLfZRFpEHgPmq+rg9We5jrEl1FSJyrKrOasUxdyqFtYgchGU4f4QV3/lXwH3AM6pa2lJ5DPGj\nstKZwCNBFTwpEEPZKf2mEm7UsafW9SJWkKG2xY36jUVIQRxSd6ro2CmMft1NaybznQw8a/8+DugH\n7IGVOvo2rEl9LWU/dqSwVuBeu/wp4FxVvVtEsoF/siOF9TGqGvaerwLGAzcBGcBy+xj3t0IWQxy5\n8kpn5lIGQ6mRbMQp/aYSbtSxzzbYAknw0cWN+o1FSHFsRDlVdOwUl19+uZnM52Ja43rRGcsVAmAM\n8LKq/gg8AQxupRwhrNByxVijyieoqldVz21A1jpyq+o8VT1YVTsChUAAK+rFnq2Ux9DOCaqkhKFs\nMLQGT63rhfMjyqlCCEHMPclgaHe0xlBeDwyy3S5GA+/b5dlAsJVyxCMzX5i7sdwyzB0phQnVBMkM\nVuP1+50WxdBCvH4/fdeuNecugaRX2bqtDjgrSAqhIaXjtjJzXRsM7YzWGMr/AV4CFmAZo+/Z5QcC\nixvaqTHilZlPRI4BjsSKnWyGSpKA6JA6bUWoJkRWwP2GslP6TSRev59+69Ylzblzo47TqvwIilbX\nOC2KK/Ubi1AIOpZvc+S6ThUdO4XRr7tpsaGsqn8Fzgf+BfxaVavsTUEsd4e40tzMfCLSzZbpLMB4\n1icJl19+uSPtBlTwkQQOmAnGKf2mEm7VsY9gUrheuFW/0YQAr0P3pFTRsVNExxY2uIvWTOZDVV+J\nUfbUzosTk+Zm5vsP8IiqzhORvgmSxdBCrrjiCkfaDarga7UnUPvBKf2mEm7VsRclkASGslv1G03Q\nwfBwqaJjp7jsskTnVzM4SbMMZTst9b9U1R+ZojoWcUpb3SyxsP2QbZnygLsithmSgMGDWzu/c+cI\nhFJjRNkp/aYSbtWxj1BSjCi7Vb/RhFQcG1FOFR07xeDBg03UCxfTXNeLSVgT7sK/G1oS8VoVjoTR\nLaq8KztGmQ8DDgKqRKQGCGfi+5+I/Kexg5sU1u7sRzDC9aI99yMS0w/Tj3j2w0uIkEq770eYZO/H\n4n+Pwxs1otwe++GW82FSWFuYFNZNk/QprO2ytcA9qnq/vZ6PZSSfraovi0gvID/iMD2AmcBJwFxV\nXRujHZPC2sVMfj8L2bSVa0dtwVNU1PQOhqQhVFxMr1mzWD1qlDl3CSJUXMzZs3bnt/1LOf1Ap6VJ\nDca+WMRV+hG/HlVormuXYVJYJ5Z2n8I6HohIjogMEZGhdtEu9npvez2cme84ERkMPE1EZj5VXa2q\nP4QXrBFlAZbFMpINbUf023lbkSqT+ZzSbyrhVh1brhdOS+Fe/UbjpOtFqujYKaZOneq0CIYE0ixD\nWUTua+7SSjn2A+YBX7MjM983wM0Aqno38BBWZr4vgSzqZuaLRRI8Agzz5893pN2AesAD6kmKd8GE\n4ZR+E4l6PGzPzEyac+dWHXtQgkkwVuJG/UajaiUcCfh8jlzXqaBjJ1mwYIHTIhgSSLNcL0Tko6ii\n4YAXWGKvD8QKD/e1qv4mrhImCON64W7+/EEHvIFybhhZTmZmptPiGFqA3+9n1apV9O7d25y7BOH3\n+7nwv90Z0aeKC4ZXOC2O6wmG4LiXenBG38WcPCzdXNcuw7heJJZ24XqhqoeFF+AtYBbQS1X3VdV9\ngd7AR8DbrRFCREaIyDQRWSMiIRGp550uIreIyFoRqRCR90RkQNT2N0XkFxGptOs9LSLdWyOPof0T\nCJkU1gZDY3jQpHC9SAVCtp495p5kMLQ7WvMN6ArgWlXdEi6wf//F3tYa4pHC+kPgFKzR7ROBXYGX\nWymPoZ0TVMEr7vdRNhhai1dCBEPOh4dLBQK2ns3Lu8HQ/mhNwpF8oEuM8i5YsYxbjKrOAGYAiEij\nKaztOmdjRb0Yh5VOG1X9e0T9VSJyJ/C6iHhV1f2ZJwx1WFeeRodWXY0GQ2rgEa0d6TQkluqg9VhL\n85iXd4OhvdGaEeXXgf+IyIki0ktEeorIScDjwGvxFa/5Kayj9ukInAl8ZoxkZ4mOVfnB8iwWbkyP\nXTlOhBTKqr18udn9njexYoEa4otbdewRTYqEI27VbyRVDhvKqaBjJznvvPOcFsGQQFpjKF8E/Bd4\nHvgFWGn/ngFcHD/RamluCmtE5E4RKQc2YflNj9uZhudvSGdzZXxmKK/f7qWsSlCFn7c0byC/1O/h\nk5WZ1ARh43YP8Qp5HQzB2m3e2vWWjCrNK07HH2j84VoVsBaAsyacw4qtO/p775eFXPVB53r7qMLS\nkrqTIEqrPGyvFjZs99arH24nFqvLrPYO7LSuUTndQKyA7ob44lYde8W6FziNW/UbSbU9XJPmkDtY\nKujYSSZMmOC0CIYE0mIrUFUrVPVioBMwDNgX6KiqF6vq9ngL2Ai1KawjuBsYChyJFYXjmaYOMmHi\nRE48/VxGnXA+J55+Lmf+7hz2HXUC59z3Cdd82JnfvVnEiwtzufKxr9jrqN/z8cpMxkztwXLb+Lvs\nquu5/98v8c26DKZ8nc/tnxUye+5Cjh9/Hvd/VM2YqT1466dsznmrG6N+/yj7//4Z/jSzK2Om9mDM\n1B7MXVTMhAkTufDpTYyZ2oNv16dTE4RH//0EI8+7lzs+78jxL/dgwltFHPNMB/Y88iJ++7efavcf\nM7UHB189m73HXc+prxXx5Hd5nPuWdfxBYyZxyUMf81NJGmOm9uDOzwv59+ufM2LcBZz/drfa/Y99\nsQdjzruZAyf9t85xR9+/lmHH/J4XvqrkiW/zeH1JDtfP6syxf3qY2+6dQmWN8E1xBhOndeXuGaUc\ndsL5/ObvZZzwSg9OeMXqy7WvbGLcJfcwZmoPrnq/EwCh6gr2PPIiDr19GZ+uyuT5Bbkc+2J3fnfn\n+5x03lU8+V0eT36Xx+mvF3HKa90Zdcql3Pnkh4yZ2oPnF+RyyyeFjLh5AUOPuYgxU3vw0FcFnPxq\nEWOm9mCfU27jlL++BcCQQisDkZszRI0cOdIV/YDkPR8jR450RT+g7vkIjyg73Y+RI0fuVD/CON2P\nMLH68cnHs1n++FjSPHU/cLZVP0aOHGn+zxPYj0MPPRQwmfni0Q+Tma8ZRGfms10vfgaGqur3EfVm\nAfNUNaYGRaQnsAo4WFW/jLF9X+Dr3SZ9TXavfePfEYPj/GWvL9l3ty4mFFM7w4SHSzx+v59rPiik\nqMDHtYdsc1oc17NoUxpXvN+FPw/6igMGdjLXtcsw4eESS7sID+ckqrocKAYOD5fZKawPBD5vZNfw\n9/qMxElnSGZGLJ1PWlmZ02IYWkhaWRn7LVxozl0CSSsrI2/7djaWJf0jwBX89+ccAIYtXWKua4Oh\nnZEUd8mdTWEtIvuLyCX2Pn1E5DdYftM/AXPauDuGCErnv9F0pThz3G7l/HnQMrpVlSGhJHDCTCDR\nnxTdgIRC5Pj9SXPu3KrjslAm/qCHmlZOd1aFHzal7fTcCTfqN5r3l2cDkFld7ch1nQo6dpKZM2c6\nLYIhgbQmPFwi2A8rYYmyI4U1wFPAuap6t4hkY6Ww7gB8Qt0U1pVYsZP/ihWTeR3WhMPbVLWmsYYv\nGlrCtG1Bxgyo4PS9tlEVFATISlO+XJPBzZ9YfrWH9qnk45VZAOzTtYrvN1gD1Tcfupnyaut9o1+H\nGp5bkMfabT5WlFqfXy4evpXyag9dsoP4A0JRbpDuuQEU+KU0jTmrM/lgRTYPHLWRsioPe3ep5qGv\nChgzoII9O1fjEbj1k0LmrMliwuAyjtq1gsLMEFv8Hi57tzOH9a3khD22U5ARqn1gbfF7KK3yUJQT\nZMHGdOauzeSswdv4z3d5lFd7uHh4KduqPfQtCLB2m5eft6TRPTfIpe9aUf/+tN9WNld6KcwMsqrM\nx8Qh2/CKsq7cR4ZX6ZZrPVnnb0gn06cMKKzh1NeKuHBYKQf29LPV76VPQYAxU3tQ9dkdXH7+SPrk\nB5i/MR0BHvu2gH+NWU/HrBDbqjx0zAry1bpMDu7pZ/lWHxk+pXtukLd+yuGYXbezaFM6137UmfGD\ntjGybyWP/K+AM/fexsBONfywKZ1h3apYUpLGrh1qSLO/I4SKt8IPLbsI2yMPP/wwo0ePdloMV+NW\nHQ9jNS9vH8rxL2fRr6CGOw7bzNtLszllz3LSvDBndSZFuQG65Vj/79lpdS3ib4ozuGF2J244pAQF\nDu7pJ2ZwzyYI63dVmY9OWcF67YTZViWsLfexe6cavlyTweptPk7aw5oWEwyBR4jZ/qYKD7npSqZv\nx3G/WZfBswvy6JYT4A/DS8nPaJm1v6nCQ+fs2AZvMATlNR4KMnZs37tLFQs2ZtCHraxpUUvxwa3X\ncLIwZcoUDjvsMKfFMCSIpDCUVXU2TYxuq+pfsQzhWNsWEOGa0RJ271TF80fsCKiR7dlxwzywZxVT\nT1jH+Ne7s1eXKkbvup3+HQJkeJUTX+nOkK5V7N+jqs7x/nKIlYelskbYVOmld34DoRmAnnlB9i2q\nYreONexWWFN7k7/q4K31jlkV3FrnRl+YGeKpsRvq1Avv3zErRMcs6ya9f48dMl52QGlt3fD2HnlB\neuRZD8J7Dt9Ep6wgRbmxh5j6FNTty+Cu1bW/Xz6puPZ3foZV753xa5k4o4Aj+lcCMLCT9c5yZP8K\n8uwHU3aa1davevkB2KVwRxvHD7QegkO6VfPcuGIKMy2Z7zp8c22dfYusvu3RqdH3IdfSqVMnp0Vw\nPW7V8csMrf29ojSN09+wgghN/ymHrVWxI82E6Z1fw6oyazDg1k871tuenx6krNrLcbuVs2hTOl1z\ngny5JrM2HN2AwmqWbknntwO2s9TfkwnTurKxov7jaHh3P1+va9if9/FvC+qse0TZv3sVizenURrV\nh9tHbeKLtZlkeJWXF1lB1hdvTmf2ymwO6V2Jz6N8tiqLmpBw1UFbuOeLQgD6d6jhrL238d36dA7q\n6eeJ7/JZumVHiMuh3arI9IX4Yk1WozoDawa6E7j1Gk4WjH7dTVIYyslMfoby/LhiCjJCtYaoKhzW\nt4JTB5U3uF9WmtI7rWEjOUymTxk7sPFgISLUMZITxV5dqpuuFAfyWjh6A9QayQaDIbE0ZSQDtUZy\nQ5RVW8d466dcAJZuqbs9bGi+vdTy3Y1lJAONGsmxCKnw5drY+1w3q35YyjCfrqpr5IaNZIDlW9Nq\nXwam2f2J5Nv1ZhqMweBmksJHOdnpkBmq80lPxBr17VvQtCFsMBgMycjzPOu0CAaDwZD0GEPZYDAY\nUpBBbOAf+7U/R/5DelfG7VhH9q/Yqf0P69v8/c/fdfVOtWUwGJwhlV0vMgF+/PFHp+VwNfPmzWPe\nvHlt33BJCRtWr2bdwoWwzr0Z+hzTbyJJsnPnZh2XdvmaGwesQIB0b8MuUQs3ZfLFmkzOGbIVD5br\nRFFOgMw0yyXKF3ZLA34qSccjUJgVpGOmNQchpFYmQICtfi9/m9uJqw7cTEFGkN+tn8Pk3d+u9d9V\noCogZPqUyoA1ufrbDZn0zq+h1O9lUHYVx+xupYXOiJD5vq86saosnfsOX4cApVVeBGVxSQYHdK+k\nrMpDSIVnFhQwcZ+t5KVbsg/s6aNzVpCVZWl0yAhRmBVAgC1+LyEVumQHqAxYbXkiviyWV3vITQ9x\nxO5QEfBw/exuHNannCP7lxMICSWVXvoU1NT2yVNSwjcOXdeuvIaTiG+//ZaFCxdSUlKCz5fKZlVi\nWLRoUfinIwHIky7hSFshImcAzzkth8FgMBgMBoOhSc5U1efbutFUNpQ7AUcDKwC/s9IYDAaDwWAw\nGGKQCfQDZqrq5ibqxp2UNZQNBoPBYDAYDIbGMJP5DAaDwWAwGAyGGBhD2WAwGAwGg8FgiIExlA0G\ng8FgMBgMhhgYQ9lgMBgMBoPBYIhByhrKInKJiCwXkUoR+UJE9ndapmRDRK4VkbkiUiYi60XkdREZ\nGPIq3dAAACAASURBVFUnQ0QeFpFNIrJNRF4Rka5RdXqLyNsisl1EikXkbhHxRNUZJSJfi4hfRH4U\nkQlt0cdkwtZ3SETuiygz+t1JRKSHiDxj67BCRL4TkX2j6twiImvt7e+JyICo7YUi8pyIlIrIFhF5\nTERyoursIyIf2/eUX0Tkqrbon9OIiEdEbhWRZbb+lorIX2LUMzpuBiIyQkSmicga+34wNkadNtGl\niJwiIovsOt+JyDHx73Hb05iORcQnIneJyPciUm7XeUpEukcdw+i4EZpzHUfU/add59Ko8uTQsaqm\n3AKchhUS7mxgD+CfQAnQ2WnZkmkB3gF+B+wJDAamY4XTy4qoM8UuGwkMAz4HPonY7gHmAzPtYxwN\nbAAmR9TpB5QDdwO7A5cANcCRTuugDXW9P7AMmAfcZ/QbN712AJYDjwHDgb7AEUD/iDrX2P//xwF7\nA28APwPpEXX+C3wD7Af8CvgReDZiex6wDnjK/n85FdgOnO+0DtpAx9fZ19xooA9wIlAG/NHouFX6\nHA3cAowDgsDYqO1tokvgYPs+cbl937gZqAIGOa2jROoYyLfvpycBuwEHAF8Ac6OOYXS8E9dxRL1x\nWM+9VcClyahjx5Xp0An8Avh7xLoAq4GrnZYtmRegMxACDrHX8+0L7oSIOrvbdQ6w14+xL9LOEXV+\nD2wBfPb6XcD3UW29ALzjdJ/bSK+5wBLgN8BH2Iay0W9cdHsnMLuJOmuBSRHr+UAlcKq9vqet82ER\ndY4GAkCRvf4HYFNY53bZHcAPTuugDXT8FvDvqLJXgKeNjndatyHqG8ptoktgKjAtqu05wCNO6yXR\nOo5RZz8sY6+X0XH8dAz0BFba+lxOhKGMNYiZFDpOOdcLEUnDGln6IFymlubex3rzMDRMB6xsrCX2\n+nCsNOiRulyCdeGHdXkQMF9VN0UcZyZQAOwVUef9qLZmkjrn42HgLVX9MKp8P4x+d5bjgP+JyEti\nuQ99IyLnhzeKSH+giLo6LgO+pK6Ot6hqZA7g97H+Fw6MqPOxqgYi6swEdheRgnh3Ksn4HDhcRHYD\nEJEhwK+xvkgZHceRNtblwaTufSOa8LNvq71udLyTiIgATwN3q+qiGFUOJkl0nHKGMtaoqBdYH1W+\nHusGZIiBfVE/AHyqqj/YxUVAtX2jjiRSl0XE1jXNqJMvIhk7K3syIyLjgaHAtTE2d8Pod2fZBWvU\nYQlwFPAo8KCInGVvL8K68TZ2PyjCci2oRVWDWC+MLTkPbuVO4EVgsYhUA18DD6jqVHu70XH8aEtd\nNlQnVXQNWPNEsK7x51W13C42Ot55/oz1fPtHA9uTRse+5lZMAQTrBmSIzSPAIOCQZtRtri4bqyPN\nqNOuEZFeWC8fR6pqTUt2xei3uXiwfAtvsNe/E5G9sIznZxvZrzk6bqpOquj4NOAMYDzwA9aL399F\nZK2qPtPIfkbH8SNeumxOnZTRtYj4gJex+nxxc3bB6LhJRGQ4cCnWvJsW704b6zgVR5Q3YfkadYsq\n70r9tw4DICL/AMYAo1R1bcSmYiBdRPKjdonUZTH1dd0tYltDdboCZapavTOyJznDgS7A1yJSIyI1\nWJP2/s8emVsPZBj97hTrgOjPeouwJp2BpRuh8ftBsb1ei4h4gUKa1jG4/75yN3CHqr6sqgtV9Tng\nfnZ8JTE6jh+J1mXkaHVDdVJC1xFGcm/gqIjRZDA63lkOwXr2rYp49vUF7hORZXadpNFxyhnK9sjd\n18Dh4TLbreBwLF87QwS2kfz/7J15fFTV+f/fz0z2nRAgQZDFilsRENeqVWurlZZxaRVbrQbEfv2K\ntqLQhbY/6l6q1bau/VawWmvQqkRBBdxAkVWCbLLIGiAkEBKyTpJJ5vz+uDPJzGSyz507mZz363Vf\nyZx77r3nfO695z733Oc852rgMqVUYcDq9RiO9b5ajsIwQrxargJGi0iWz3ZXABW0GDCrfPfhk2dV\nKOoQwXyIEaliLDDGs3yB0dPp/d+F1rcnfI4xANKXU4D9AEqpvRgNqa/GaRg+cL4aZ4iIb+/H5RgG\ny1qfPN/2NORergB2KKUqQlOViCWJ1r0zbjzPF61x6AizlsHaje/RB9oNHyN5JHC5Uqo8IIvWuGe8\nDJxJy3NvDMYg1T9jDNiDSNLY6tGQViwYIUSc+IeHOwYMsLpskbRguFuUAxdjvJF5l4SAPHuBSzF6\nSD+ndfiyjRhhXs703AQlwIM+eYZjhC+bg2HE3Ak0AN+1WgMLNG+OeqH1DYmeZ2NEDvktcBKGi0AV\ncKNPnl957v+JGC8u+cDX+Ifbeg/jxeUcjIFqO4B/+6xPw2joX8JwUZrk0fw2qzUIg8YvYgwwnYDR\nK3Qthm/hI1rjbumZjGE4jMV44bjH83toOLXEGOzUQEtYrT9ihFWNhtBlbWqMMYbpbYyX6dH4P/ti\ntcahuY6D5PeLehFJGlsupoUn8U6M+LROjDeLs60uU6Qtnou7Kchyi0+eeOApDJeWKoy38IEB+xmK\nEYO5GsOImwPYAvJcgtFD7cRo9H9mdf0t0vxj/A1lrW/PNZ0AbAJqga3AlCB5/uhpcGsxRkR/I2B9\nBkZPfwXGy+M/gaSAPKOB5Z59FAIzrK57mPRNBp7wPOhqPNfX/fiEbNIad0nPS9poe+eFW0uMWMLb\nPe3GJuBKq/UxW2OMl73Add7f39Yah+46Dsi/h9aGckRoLJ6d9DlEpD9G79s+jLcLjUaj0Wg0Gk1k\nkYDxZXSJUupYuA/el6NeXAn8x+pCaDQajUaj0Wg65Cbg1XAftC8byvsAnnjiCUaNGmVxUaKXqVOn\n8sILL4T/wGVl5GzYwOFx4yAzM/zHDxOW6WsmEXbutMbmEpX6BmH6RzkAPDlua9g17ysaW8XUqVN5\n/vnnycnJISamL5tV5rBt2zZuvvlm8Nht4aYvn9E6gFGjRjFuXHdC+Wk6Q3p6uiX6uouLGXL0KAfP\nOANbdvTGbrdKXzOJtHOnNTaXaNQ3GEk7BgMw5gzCrnlf0dgq0tLSOOOMMxg2bBixsbFWFyeascRN\nts+Fh9OElxNPPLHjTJpuo/U1H62xuWh9zUdrbC5a3+hGG8oajUaj0Wg0Gk0QtKGs0Wg0Go1Go9EE\nQRvKGlM5//zzrS5CVKP1NR+tsblofc1Ha2wu5513ntVF0JiINpQ1prJ69WqrixDVaH3NR2tsLlpf\n89Eam8uaNWusLoLGRCLSUBaR34rIWhGpFJESEVkgIh3GcBOR60Vkm4g4RWSjiFwVjvJq2ubhhx+2\n5Liu1FTWnX46rtRUS44fLqzS10wi7dxpjc0lGvVtDys072sah5sHHnjA6iJoTKTb4eFE5IlubPaQ\nUqqsE/kuxpi29wuMMj4KLBWR05RSzjbKcwFGIOpfA+8CPwXyRWScUuqrbpRVEwJOOOEES46r7HZq\nExNRdrslxw8XVulrJpF27rTG5hKN+raHFZr3NY3DzQknnEBDQ4PVxdCYRE/iKN8DrAI6e3VcBDwN\ndGgoK6Um+P4WkVzgCDAeWNHGZr8E3ldKeQ342SJyBXAXcGcny6jRaDQajUaj0QA9n3DkWqXUkc5k\nFJGqHhwnA1C0b2RfAPwlIG0JcHUPjqvRaDQajUaj6aP0xEd5MlDRhfz/A5R09SAiIsBfgRUduFBk\nB9l/iSddYxHPPPOM1UWIarS+5qM1Nhetr/lojc3lueees7oIGhPpdo+yUuqlLuZ/tZuHehY4Hbiw\nG9sKRk+0xiKczqAu5ZoQofU1H62xuWh9zUdrbC5a3+gm5FEvRCRFRNJ8lx7s62lgAnCpUupwB9mL\ngUEBaQPpoBc7Nze31TJx4kQWL17sl2/58uXk5ua22n7WrFnk5eX5pW3evJnc3FzKyvw9RR5//PFW\nb/aHDh0iNzeXXbt2+aXPmzePBx980C/N6XSSm5vL2rVr/dLz8/OZPn16q7LdcccdltcjMzMzKuoR\nqedjxowZUVEPiNzzMWPGjKioB0Tm+ZgxY0ZU1MNLW/XYO9dhWT1mzJjR566rcNbj3nvvBaCwsBCH\nw8H27dv98j711FPMnDnTL622thaHw8GKFf7DrvLy8pg8eXKrsk2aNIn8/Hy/tKVLl+JwtL6upk2b\nxty5c/3SCgoKcDgclJaW+qXPnj2bOXPm+KVZWY+8vDwcDgcOh4MRI0YwduzYoOc1nIhSPe9wFZER\nGAP1LgUSfFcBSinV5WG+HiP5auASpdSeTuSfDyQqpa72Sfsc2KiUajWYT0TOAtYvWrSIcePGdbV4\nmginrq6OAwcOMHToUBISEjreQBMx6HNnPlrj8DNh/mAA3rpmj9Y8ymhsbKShoYFhw4YRGxtrdXGi\njoKCAsaPHw8wXilVEO7j93Qwn5dXMIziKRg9uD2yvkXkWeAngAOoERFvT3GFUqrOk+cl4JBSapZn\n3d+A5SJyL0Z4uJ9gRMm4vSdl0fRO7HV1DCsqQgYMAP1Q6lXoc2c+WmPrsNfVac01ml5EqFwvxgCT\nlVKvKaWWKaWW+y7d2N8dQBqwDCjyWW7wyTMUn4F6SqlVGMbxz4EvgeuAq3UMZWsJ/FwVLux1dQw/\nfNh4KEUxVulrJpF27rTG5hKN+raHFZr3NY3DjdY3ugmVobwOw3ANCUopm1LKHmR52SfPd5RSUwK2\ne1MpdapSKlEpdaZSakmoyqTpHl7fLY05aH3NR2tsLlpf89Eam0ug364mugiV68VU4HkROQHYArh8\nVyqlNoXoOJpexn333Wd1EaIara/5aI3NRetrPlpjc7nnnnusLoLGREJlKA8ATgJe9ElTtIRns36e\nVI0ljB492uoiRDVaX/PRGpuL1td8tMbmMnr0aD2FdRQTKkN5HrABw0e4x4P5NBqNRqPRaDQaqwmV\noTwMcCildnWYU6PRaDQajUaj6QWEajDfxxiRLzQaPwKDt2tCi9bXfLTG5qL1NR+tsbnMnz/f6iJo\nTCRUhvJC4EkR+aOI/EhEHL5LiI6h6YVs3rzZkuMqm42ahASULeSTT0YUVulrJpF27rTG5hKN+raH\nFZr3NY3DzZYtW6wugsZEQjUzn7ud1d2amc9s9Mx80Y2eeaz3os+d+WiNw4+emS960TPzmYvVM/OF\n5NXWE/e4rSXijGRN32BHZQbv70mzuhgajUaj0Wh6KaEazKfRRBzPfm24zV97epHFJdFoNBqNRtMb\nCZmhLCLnAJcBAwnoqVZKdWlaIBG5GJgJjAdygGuUUu+0k/8S4JOAZAXkKKWOdOXYGo1Go9FoNBoN\nhMj1QkRmAWuAycDZwDifZWw3dpkMfAlMo/MxmRVwMpDtWbSRHAHk5uZaXYSoRutrPlpjc9H6mo/W\n2Fxuu+02q4ugMZFQ9Sj/EpiilPpXKHamlFoMLAYQEenCpkeVUpWhKIMmNEyePNnqIkQ1Wl/z0Rqb\ni9bXfLTG5nLrrbdaXQSNiYQqTo0b+DxE++ouAnwpIkUislREvmVxeTTAJZdcYnURohqtr/lojc1F\n62s+WmNz+fa3v211ETQmEipD+UkMNwmrOAz8D/Aj4DrgALBMRLrj9qHRaDQajUaj0YTMUH4cOEVE\ndovIQhF5y3cJ0THaRCm1Uyn1T6XUBqXUaqXUbcBKYHpH2+bm5rZaJk6cyOLFi/3yLV++PKif16xZ\ns1rNerR582Zyc3MpKyvzS3/88cd55pln/NIOHTpEbm4uu3b5z/49b948HnzwQb80p9NJbm4ua9eu\n9UvPz89n+vTWVb3jjjv6bD1iK1s8cHpzPXzpK/WIrazk7K1bia2s7NX18CXS6uGrcW+uhy+RXo+9\nc425t3zbpt5Yj2g5H2bUo7CwEIfDwfbt2/3Sn3rqKWbOnOmXVltbi8PhYMWKFX7peXl5QV1lJk2a\nRH5+vl/a0qVLcThaz+k2bdo05s6d65dWUFCAw+GgtLTUL3327NnMmTMnYuqRl5eHw+HA4XAwYsQI\nxo4dG/S8hpNQTTjyNDAVI/JECQED8JRS3XaQ8kxm0m7Uiza2+zNwoVLqwjbW6wlHwsDixYv5/ve/\nH/bjuouL+eGyswB478boDQ9nlb5m4i4uZsiyZRy89FJs2dlWF0drbDLRqG8wvBOOLLq0IOya9xWN\nreLdd9/lsssu0xOOmERUTDgC3Ar8SCl1lVIqVyk12XcJ0TG6ylgMlwyNhQS+OWpCi9bXfLTG5qL1\nNR+tsbm8806X+vE0vYxQRb0oA3aHaF+ISDLwDYwBegAjRWQMUKaUOiAijwKDlVK3evL/EtgLbAUS\ngNsxYjp/L1Rl0nSP559/3uoiRDVaX/PRGpuL1td8tMbm8swzz9DQ0GB1MTQmEaoe5T8C94tIUoj2\ndzawAViP4cbxF6AAuN+zPhsY6pM/zpNnE7AMGA1crpRaFqLyaDQajUaj0Wj6GKHqUf4FcBJQIiL7\nAJfvSqXUWV3ZmVJqOe0Y8YHuHEqpx4DHunIMjUYTeWw9GsfMZWfxCautLkrUs58M6httpFhdEI1G\no4lgQmUoawcojUbTYz4/kABAIf3ob3FZop2rmcIpm6p5coieo0mj0WjaIiSuF0qp+9tbQnEMTe/E\n6rAu0Y7W13yiWeMdldb3J0ezvpGC1thcZsyYYXURNCYSKh9ljSYoVs0I1ZSQYMlxw020zrh1uH//\niDmH0aixV1uh5+FBe0o06tseVlzXfU3jcHPxxRdbXQSNiXTbUBaRMhHJ6kL+QhEZ1t3jaXon11xz\njSXHjRQjy2ys0tdsirMGRMw5jEaNI0VbiE5928MK7fuaxuHm6quvtroIGhPpiY9yBnCViFR0Mn9/\nwN6D42k0Go1Go9FoNGGjp4P5XgpJKTQajUaj0Wg0mgij264XSilbN5Y9oSy8JvJZu3at1UWIarS+\n5hPNGkvHWUwnmvWNFLTG5rJu3Tqri6AxET2YT2Mqzz77rNVFiGq0vuajNTYXra/5aI3NRc98GN1E\npKEsIheLyDsickhE3CLi6MQ2l4rIehGpE5GdInJrOMqqaZ/nnnvOkuM6GyOhr8x8rNK3L6E1Nhet\nr/lojc3l6aeftroIGhOJSEMZSAa+BKZBx/GLRGQ4sAj4CBgD/A14QUS+Z14RNZ0hMTHRkuMWVcda\nctxwY5W+fQmtsblofc1Ha2wuWt/oJlQz84UUpdRiYDGAiHSma/B/gT1KqV95fu8QkYuA6cAH5pRS\nE8nEqiari6DpAQn19UiTPodm0axt3/jwElHo61qj6V1Eao9yVzkf+DAgbQlwgQVl0UQAMTU1VhdB\n0wNO27eX2Koqq4sRtTRra/18I30OfV1rNL2LkBvKIpIoImm+S6iPEYRsoCQgrQRIE5H4MBxf0wYP\nPvig1UWIarS+5qM1Nhetr/lojc3l4YcftroIGhMJiaEsIkki8rSIHAGqgfKAxQq8HxV1n4mFnHDC\nCVYXIarR+pqP1thctL7mozU2l8GDB1tdBI2JhKpH+THgOxi+wvXAVGA2UATcEqJjtEcxMCggbSBQ\nqZRqaG/D3NzcVsvEiRNZvHixX77ly5eTm5vbavtZs2aRl5fnl7Z582Zyc3MpKyvzS3/88cd55pln\n/NIOHTpEbm4uu3bt8kufN29eq14Ap9NJbm5uq5iY+fn5TJ8+vVXZ7rjjDsvrAa17M3pjPSL1fEyZ\nMiUq6gHG+Vjx5hNAy9ttJNRjypQpUXtdiVhfjylTpvS4HmB9Pby0VY+9c1sHbwpXPaZMmRJR93kk\nnI9Q1mPy5MkAFBYW4nA42L59u1/ep556ipkzZ/ql1dbW4nA4WLFihV96Xl5e8/58mTRpEvn5+X5p\nS5cuxeFofV1NmzaNuXPn+qUVFBTgcDgoLS31S589ezZz5szxS7OyHnl5eTgcDhwOByNGjGDs2LFB\nz2s4EaV63uEqIoXALUqpZSJSCZyllNolIj8DfqKUmtCDfbuBa5RS77ST50/AVUqpMT5prwIZbR1b\nRM4C1i9atIhx48Z1t3iaCGXPruPc9cXpALx3Y5HFpdF0lv8rSCN/Zwr/Io+sS0/Blp1tdZGiEndx\nMT9cdhZ2USycdNjq4vQJJsw3eh0XXVqgr+soo7GxkYaGBoYNG0ZsbN+IuBROCgoKGD9+PMB4pVRB\nuI8fqqgXmcBez/+Vnt8AK4AuB3AUkWTgG7S4T4wUkTFAmVLqgIg8CgxWSnljJT8P3CUic4B5wOXA\nj4FuG+ia3ovt6FFGT5vMwqIKStNysH33WdxZWVYXS9MFdDAGTTRhO3qUF5+6gazKwwx4OZXyl1/W\nbZJG00sIlevFHmC45//twA2e/ycCx7uxv7OBDcB6jK+wfwEKgPs967OBod7MSql9wA+A72LEX54O\n3KaUCoyEoQkzwVwxzKbf7beTvmUDQ8v2MG7f5/SbOjXsZQgXVujb19Aam0tf0Lff7bczbt/nDC3b\nQ/zGjWFvk/qCxlai9Y1uQmUov4gx0QfAn4BpIlIPPInhv9wllFLLlVI2pZQ9YJniWT9ZKfWdINuM\nV0olKqVOVkr9u4d10oSAhx56KOzHtJeUtPs7mrBCX1PxdCVH0gjcqNPYB4kApaNZXy9Wt0l9QWMr\nefTRR60ugsZEQuJ6oZR60uf/D0XkVGA8sEsptSkUx9D0TqwIm9M0aBAxhYV+v6OVqAtL5LHbtg0f\nwfmpqURCbMeo0xhwpaZ6/rPeySUa9Q3E6japL2hsJQ888IDVRdCYSKjCw93iG69YKbVfKfUWsF1E\nwhH1QhOhWBGWqPyFF9j2jQs4kDmSDcMvpPyFF8JehnARrWGf6uPjUXa71cUAolPjSNEWolPfQMpf\neIENwy/kQOZIjp15TtjbpL6gsZVofaObUA3mexFjyukjAempnnUvh+g4Gk2HuLOy+N1vPmFPhfHu\n9l6WjnrRa7C+g1OjCTnurCwm322Ez7r59GP8NKve4hJpNJrOEiofZSG4W+EQoCJEx9BoOo31npea\nbqFPXFhojgqqX0zCzqHqOKuLoNFoukCPDGUR2SAiBRiPt49EpMBn2Qh8BujIE32YwMDy4cLdRwwu\nq/Q1i1qXYbktPxI5nzKjTWOIrPeRaNS3Pcqc4Xd76Wsah5vnnutyFFxNL6Knrhfe6VXGAkswpq/2\n0gDsA97s4TE0vRin02nJcVUf6Srrqb5fl8Wy6mACt5xZFaIS9YzaRuPdfUP5QPybE+uw6ho2k2MW\nGGttEY36tocVLyl9TeNwo/WNbnpkKCul7gcQkX3Aa0qpulAUShM9zJgxI+zHLK+z4XT1DUO5p/r+\nYXkmlfX2iDGUIxErrmGzeXR15MwMF436RhpaY3O59957aWhosLoYGpMIVXi4l0KxH40mFNyUHzlG\ngEYTiVS7jJ77SIij3Ndwq77xEq/RRAvdNpRFpJxOfkVSSmV2nEuj0WhasNfVQUKC1cWISpTb6hL0\nLVxNPj/cWnyNpjfRkx7le0JWiiCIyDRgBsZ01RuBu5VS69rIeytGGDpFyzjuOqVUkpll1HRMWVkZ\nmZn6PckseqJvY4Q/r+11keHJFY3XsPKGvYiADuVo1DeQRrdPL3JT+G+8vqCxlZSVlZGSkmJ1MTQm\n0e2oF0qplzq7dHXfIjIJ+AswGxiHYSgvEZGsdjarwDCqvcuwrtdKE2ruvfdeq4sQ1XRX36IqO47X\nB1NZHzmDusAnbFkEEY3XsPfzv0uFKkJo94lGfQOx+rLuCxpbycyZM60ugsZEQjXhCCJyEjAZOAn4\npVLqiIhcBRQqpbZ2cXfTgX8opV727PsO4AfAFODPbWyjlFJHu1d6jVncd999VhchqumuvoeqQnbr\nhxSrDYpgRNs1bDt6lL8/eT39KoopTcvB9t1ncWe11wdhLtGmbzB8XwDdFkTk6QsaW8k995j6gV1j\nMaGawvoSYDNwHnAd4P0GMQa4v4v7igXGAx9505TxnfBD4IJ2Nk0RkX0iUigi+SJyeleOqzGH0aNH\nW12EqKa7+koEjif677YUVh5MtLoYreiqxvWNJhWkE2wsiaOoqv2vBP1uv50z965kaNkexu37nH5T\np4apdMHpC22Er7OFFTHe+4LGVqL1jW5C9d3tT8DvlVLfw4if7OVj2jdug5EF2IGSgPQSDJeKYOzA\n6G12ADdh1GuliETOrAUaTQQRgXYyL25Ms7oIPWZ3eQzXvjGYbaWxlhz/t59kMfXdQe3msZeUtPtb\n03P2Ho+hrrHlLvPtUW7SUS80ml5FqAzl0cCCIOlHgP4hOkZb02SjlFqtlHpFKbVJKfUZRq/2UeDn\nHe00Nze31TJx4kQWL17sl2/58uXk5ua22n7WrFnk5eX5pW3evJnc3FzKysr80h9//PFWMyQdOnSI\n3Nxcdu3a5Zc+b948HnzwQb80p9NJbm4ua9eu9UvPz89n+vTprcp2xx139Ml6HFszNyz1KKt0csut\nvf98uBtqI+K6Kl48myMfz+l2PSLh/th3PJbixbN5NoLvjxds/s3+FykpvfI+N/P+2FMew+Fqe7fr\ncfNjK3lsVUZz2orPlrN3rgOARHtLCIxw3OfbS2MpqrJbcj5uviWXwuK+c10VFhbicDjYvn27X/pT\nTz3Vyo+5trYWh8PBihUr/NLz8vKYPHlyq7JNmjSJ/Px8v7SlS5ficDha5Z02bRpz5/o/BwsKCnA4\nHJSWlvqlz549mzlz/NtdK+uRl5eHw+HA4XAwYsQIxo4dG/S8hhNRIRg9IyIHgRuUUitFpAoYo5Ta\nIyLXAo8rpU7qwr5igVrgR0qpd3zS/wWkK6Wu7eR+XgdcSqmb2lh/FrB+0aJFjBs3rrPFi2ia3EYk\ng/gIcj/Ny8vjJz/5SViPOWH+YL/f791Y5Pf73a+T+GBvEn+9wr/B6M5x+ic28e+rreuR666+BcXx\n/H5ZyztsoEZWEHjeFl1agC3b+pjYXdH4w72JPLGmH9POPs4PvlFrcsla49WwvfNpKy3l8NV3klV5\nmNK0HHLettZH2Yo2oiM6o2NH22cnNzJv4hEAjtfZ+KknvvvtJx3g2nPCN4h2wvzBHFszlzVPZcq3\ntQAAIABJREFUXhW2Y/oeG8LXvry9M5kLTqhjYHJTx5k9LNmdxN/WZfDupKJuu6S98sorXHfddQwb\nNozYWGu+JkUzBQUFjB8/HmC8Uqog3McPVY/yfGCOiGRj9PraRORC4HHg5a7sSCnlAtYDl3vTREQ8\nv1d2Zh8iYgO+CRzuyrF7O7M/zeTaNwZ3nDGMbN68meoGoaLeuNRe2pTKe7usjdr3zPoMdpbFhWRf\nVk4FfLDSzrsrtnVr294w0YSyWR+RAYxruKuE+uN6rUuYMH8wm0p6ft26s7KYfPcKJv5uN5PvXoE7\nK4u/r03nlc2prDiQ4B/ztws0ubsX+aw7+vY2/PySbeF3vXAe7LxtoVTnos/M/TKNv6zO6DhjGPlH\nQTqPruzXpW0W7zGeRz1pEbds2dKDrTWRTqieRLOA7cABjIF8XwGfYhi2D3Vjf08APxeRW0TkVOB5\nIAn4F4CIvCwij3gzi8gfROR7IjJCRMYB/8EID/dC96vU+ygojrzJGR555BF+9vYgfrIgm1vfGchr\nX6Xy9BeR1bgGY/OROCbMH0xJtb8hXNvB1NidfciEgt98nEXZxd27xCPVSzKzqoQXn7qIhQ+fRNbU\nqdhKe9br78vWo3FsOdJ1Q/ORRx7pOJMHs859aa1xHX68P/SDHSfMH8ziPcm8ujWVRz7P5L/buhcP\nNnfhIHIXtu8fHYyu6Ntb8TWUU9OD9zi+vCmV5YXmtOFDfvRMx5k8/OC1wTzyeT92lcW262v/5vYU\nPtpnGJmFFTHc/u5AP7/srtDkNnrdu7ut78udq6n9MjyxJoNXNqe2Sm/v3j1SY2fC/MF8WRy8/Xjo\noe6YOZreQkgMZaVUg1LqdozQcD8EbgZOVUr9TCnV5f4JpdTrwH3AA8AG4EzgSp/wb0PwH9jXD/g/\nDAP9XQxj/QKllL+DTTs0NMH+iphWD1KljNH4VfVt33x/XZvO9W+2FGff8dD4Pqw4kMBN+YO63cPj\nS1W98PbO5C5v95uP+zNnZc8M2/om4zI7WmueT4hSsOZQfMgMlY0l8QAc9Amjtr8ihh+/mcOGNhpL\ngGmLBzBpQXjcBRrcwa/Joio7/w7yIOguTW66/QDsLN7z9pd//Yhx+z5naNkeEtev7zAiw+zlmbzb\nyS8UMz/K4lcfm+ti4L38zFJL9WAgWE2DUFrbcZNf2dC9x8Ixp51jTjs1DV0v497jMby5vfPtU/6O\nZG5/d2Cn8l7732z+tTF094MvTW74w7JM9le037b5tksbjwZ/2Zn/VSpzVrY9KUhVg/DqlpSwvIh/\nfjCRXywdwH0fDuhU/nd3JXGoKobCDnRoi2fXp/PT/Gya3F2PCnLn4gFc/d/Bndblw71JvLq15Xro\nzNw7RZ4Ok41H4rtWOE1UENJvm0qpQqXUe0qp15VSX/dwX88qpYYrpRKVUhcopb7wWfcdpdQUn9/3\nKqVGePIOVkpNVEpt6srxnvkig/99fyC/+jiLdUUtN0NJjZ0XN6bxzw3pbW67dE8yNS5DyoLD8dy5\neGBQY8qt6NJD5O9rMyivs4ekB/afG9L5R0F6px6Uvmw6Es/ywvC7Sria4Ncf9e8w1JWXdYfjuf+z\n/iwvbP0QenN7ckgeLkUeozl/Zwr/KAgeoWFfRSzV3TQ0vJRU21l/2LgGC4rj275m2qjTnFX9yNva\n2jCobhBKqu00uY1ydpanv0jnujdyaHLDWs+9UesSVh/q2UOjqMrOc+vTjF54T1pWpb+3VEcRGdYd\nTuCZCPxC0R1fR6XaNhKcnhcV5cm3ZHdSl1+gf7l0ALe804mXuC7cK898kd7qRXrKoq73Kv/m4yzm\nftl2GxvI/21I73Qs8PomG69v65yhXFFv48suuLdU1NtYX5wQ9MXUV0a3zwvOR/u7F93lpU1pvLIl\nrUOjvCO+LInjmDN4G9XRF7P3diVRWS/sOObffni36m4zu6HYaEtueCubXyzp2Divb2wxcA9UGmUJ\nvHde/yqFPyzv/GyEkTjZkSYy6PYdJyJPdDavUiripwXaXd5y4/v6nXrvHVcnfO+a3HDE84n0aG1r\nA++1r1L49+Y0Ft5QxKeFiXxzQD0DktvZsaf12VXe88EB3vJ3NjTRf7akcLyudR3mb03h8uG1bZZ7\n+f4EMhPdjB7YEHR9IG4V3GXvQGUMm4/G89aOFO46u8Jv3dajcSTFuumf2ERqnEKEZuM0WM//3C/T\nueREJ1lJ/mWuahBS49pvHX3Xihi/1hV17fNoTYPgbBSyktw0ueHVralcf1o1CTGKY04bMQLpCS1l\nu3vJAKpdNt6dVMTvl/XnW0Oc/P6i8g6Ps7EkjjKnvc0G/54PBlBUFcONp1cx/6vO97B9dsB4+Zj4\nuuH//sT3jrJgewqfHUjk7euLiO2mm/bf12Ww6Ug8U8ZUEuN5bpem5TC0bE9znqZBhtH1zw1p2ARu\nG1vZvYOZRH0j/O/7A/ndRWWc1K91AOWqeuHx1f1YdzihwwFNv1vWn01H4hifU8/uslheuablJWH6\nBx7jQcGOslj+ti6DsjobPzmjutNlLaruXHMf7PKpqhdibJAY67/23V1GL/Cvv3W8JW83XhTbM1Ia\n3YZbwk+/adwznWV3eQyHO6jz0Rob/ZPczW3Q/Z9msv1Y191zfMsfrC5d6SWdMH8wT3z3KKdmufzS\ng005X+a08cSaDH5/UXkrbcqcNv4vSAfPrE+y/AYaemlyG19o2uJojY2nv8gI3nHTw08o5R63C2ej\njT3H275+quoFuw1+/GYOk8dUcv1pLdd/oMT/2hS6cJPNLwLamO6T9KTra1zAMhX4H+BSz/Jz4DZg\nbI9KaAFNPjeDVyC3EgqK49vtkZ34+mDe391272uB5625ssHGY6v78f8+NaIOPLkmgz9+mtmqMfW9\nOXeXGw1+UZW9eWBcV/D2cHW2wf7PlrTmh6CXFQcSeHlzGrcuzGZ7aSx3L8miyW18NvW6m8xZlcmv\nfT5vBwvB47u/H742uN0BQMdq7VQGGL8zP8pi2uKB3LgghyV7Otfb7QripjDprZw2Gz6vUeyX1qkj\ntca3J2/d4Xjytqay6Guj3D97O5uf5Gf79eRUe75OeM9VsJcuL3vnOqj29Dj/9pMsHlvdMpDFW7cF\nO5IpqbE394jva6dHqsxpY+/xGJQK/mAGuPeDAaw73PNPkH7GhXffuW+xYfiFHMgcSeW4s3nr9//h\nQGUMC3ak8Ob2FLaXxjL3yzQWfu1/3r3X0E8XDOLjfYnsOBZLSU1w3UprbcxenkneVn9f3PI6GxPm\nD27lOtXWNXzMaWNvRSzFNTG8/lUq64riW7lGTFqQw7rDnXux+rIkHrcS1hUlUBbkJRXgw31JVHnu\n/0B3mM66oHTEwq9T2FPur8GkBTn86M0cquqNQYUrDrRfp+fWp1Hs+VxdVS8crra36b6Tm5vbbk/k\n+sPxvLE9lYVft3bNWHmw7cGHdy8ZyCOft+/KcOvCbN7yuHws3JnUKSN55cEESmttLN2T2GyI+5Y/\nWF12lnWts+Or0iDlCHAR+PfmVG5+O5uC4gS+Ouqff8nuJKZ/kMWnni9s3tB03vukuCaGp9b5G9H3\nfZjF1tK27+vGNly9IHiPcntfPL4sjmt+pkGLe54Xp6c9dDXBK5tTcTXBTfmDmLQgh6mLDJebL4r8\ny+pt3/Yc75rW3jK392zsqMf8tttu69IxNb2LbhvKSqnLvAuwEFgGDFFKnaWUOgsYCnyC4TMc8fh/\nJvP5IS3rf7+sf0vPTht87YmmUOa0U+BjTJQ5bRyoNG7kmzxhgry9oB/sTWJtUQILdvg/CLyGxL6K\nWO5eMpCSajtT3zUGxj3wmf/IXt/QWvd9kMXrX/kbAbYAQ9mtWo9Qr2sUlu5JbNN4XHuo5eH4782p\n7C6Po75JmLZ4IHcuDu4vGCyOopeFHp/pw9XGQImvgzxM1hQlcOOCHLaXxgZ90L63K4n/tzzTx88s\neGO+4kBwv8CdZbH8dW06933QYty39fmxo8HqgQP/vPj25LX1sPnxmzl8GjCQpzMvNVkX3cVjq/yv\nBRXw958b0vmTz0jw1Ydaa/HqlhRcTXDz29lMWzyQN7an4Hh9MG9tTw6qe11j8KZjd3kMz65PbxXq\nLRgtX2uk+fyVpw5sjsjwu998zJxdJ3Pfhy3n5t4PB/Dm9hSeW+/fq+V9uTheb+fx1f2Y/sEAJi8c\n1Gys+dbhD8v7s+5wAv/e3NLjdLjK3hyNZeXBBJSiOY5uW9fwz97O5l5Pe/DZgURmf9qfGs+1I7Q+\nfwcr7d2KCnEkwOD39r75Xo9Ol7RyQVlzKJ6XNxlfDiq6OFDqoRXBDUzv4K1HPs9s1x914dcpTFk0\niIOVdiYtyOG2RYP8rkFfJk+e3HwtBLv3vF+2gmn30IpMP3/Tjli+P6G5o8HpuWa8EXCeKwjuwlPr\nEr9Bdg+tyOSWd7L569p+zPyotc97c1vk+VvVILwU0Ls5Yf7gVu19W8cO7Jx5co1RzqU+nQRNPsd0\nNcHf1mX4jQnJuuguAD+XrPd3+x+/vUhAhRUxFFZ27QO0t2MoGLOWZXH3krZ9zH/0Zg5gtNuvbk3l\nlS2plHuug+P1xt/NR/33f8f7nfNZD8T3mf2fLSlB2y5vR5P3nC7encTSPS3t6K233tqtY2t6B6Hy\nUb4P+K1Sqvn7sOf/33vWRSx1jUKj279367n1GUbsSaetuXH2GlrHnHZmfdISf7Ytf7GXN6fx++X9\nyd+RzIT5g7n93YFU1rc2pHzDPRVVxTBh/mD+UZDG6kPxzQ9/L9U+D5HVhxJxNRkNbuAo9W3H4vjX\npjRKqu24Faw+FN98or31/OFrg5n4ektUhz+t7Md1b+Tw17X9gvZmKOU/DasX354l3x7Ioio7u8pi\nsY24Mpg8QMuDfq3HlWFtUdsN670fDvAL4O9lV3kcXxxOaNZq5cHgPV0vbkxj5kf9Wz2I/7Y2g6V7\nktl2LI4md8uAvS89jfyG4vhmg6AtI3fC/MGsPhTPmztS/NLeChictPNYLPUegy2Y0f35gUQ/g8br\nJlPdYGNZsGgHAqmnXEFJjd1vxLi3V3NTSVyzgdhW77CXV7akcZuPb6n3vL7wZbqff2Uggbb83UsG\nssjT81fmtFFUZffrWfrvthQ+2ZfoV78b3sphR5CePO9xO/KbBPj72vSgxqDXX3aVz3VRGeSLzG3v\nDuI/WwxjRgQ+2Z/IbYsGcaAyhuIBP6Coys7OslgmzB/MxNdyWp1bL15f4g/3JrYK5fbz9wbxh+VG\n27H9WCxOl/DR3kRuyh/UrtEZGEnCq8tyzzWx5UhcK/esIzV27v+sf7OLzZRFLUZEZ431T/YlMmF+\n24OkfvVRx3NJ/fy9lrKvLUpojiRz9es57CmPoapBmHv8Bmo99++P38yhockoY61LmLMyg7+tM+77\nTUfiW30FANgTxDWtIUhvplsZX7x+83F/XtyYynaPn63QYnwGYryApDNnZWZzL2db/GFZJisPJvi9\nINU3Gl+uimtan983t6U0+/oGRnz4YG8SKw4k8OM3c7jlnWy+Ko1lhWd6913lcc3l9uI95KKvk7j6\nv60NvdRTrgAIGsWipkF4fn37bgp3vD+Q+z9r+3xv8fZod8M1Idi5AnhjW3KzH/p/2/Axn9rGgM7D\nAZ0WRVX2Vm3gxNdyeN/nK4xvGwCG/3mZ00ZVvTSPfXnP83Lx93UZ/HVtP/66Jp2VBxM46/xLqO8g\n2oam9xKqMARpQLCu1gGAOcONQ8Rvl2dz1vGsoIObfvZ2Nqf0b+1r+2VJPHNWZvCTM6r93uqD4fUR\nc7bRA/ebT1p6JLxv+G/vTOHtna0fCIFv4N54ka9uCR7OafKiQThGVfPOzhT6JRit0c/fG8TIDJdf\nnkCCGVWO13P8/Ju9gxf/vq7lAXPdGznN/3c0je7cL9Oo8zQsL3gG8Xj36XQJdwXpbVh1KJHK+uOt\n0qFlkOSmdkYlbz0az4/fzPFL8z3vqw4l8LnHQNzh6WVYsCOFBTs6Dpf1QJCHyHu7krnu1Jrm3/f4\nfI144cv05np7+exAYrM/MLT0SB6ujuHPq/qRFOvmmwMaeGxVPzYfjWs2LhTBjb9Zy7IYnGr4ze4u\n7/iTcqmPb/7XnYwz/fKmNKaOM/yG3w/49F/qtHPPUqPOXv9c7zTVmYlNbPN5IQsWjUI1f/0I/gDy\nfWFddSix3QeV7wut33TCbtgb8Kl257E46hpdzdu9tCnNr0ewSUmrc+dls+f621oaz6xlra/FL0vi\n+XhfIo+v7kdGfFNz71iw3rCiKjt3BxnY5Pv5vK2ee1/jurzO5tf+/PPLjn03mxTNrg6P+8TK9f3q\nU9nQcr3clN/5AXy/WDoAl1t46osMrjul2u+6A7gmiKEHhnZflsQTa/O3xtYdTuB4nY3qBmFjSTwD\nk5uY/Wnr+/GHrxn73V8Ry36f+/6zNr42AczdmEaZp3w/ejOHn4+rCJrP+5VmfXECp2fVA3CkNsbv\nOIGU1dmZ/sEAUuPcpMT5N7r7K2L93EZmBESfeOCzftT6fCX546f9mTq2os3rEuD6N7Ob21gv20tj\n+eJwAu983XYb9+z69gdZFlfbm9uXez8cwIzzy/nOcGe723g5UmNvM6TgvI0dD+4samNAp2/0Krdq\neR5dPLSlXE3KuAaDseZQfNAXg1qXze/LyNK9ySzdmwxkMjK9jtdGdlhkTS8kVDPzvQxcjNF7vBbj\n2X0+8BjwmVIq4r5LeGfmO3n6epKGnGVJGWJsql2/L6u4bFgtn+y3ZlKQxBh3my8VGjhncF2Hgwlt\notrtBQ41M88vZ3iGi2ltuN8A5F1TTFG1vdPhpgDsojo9+LQnfKNfQ3MvXSSREOMO6uJy+7iKdqPw\naDRdwYzr/5HLSnlufXpzRIp7zi3nr2tbu95cOqyWZSY/a1679jCTFuR0nDEErLvbpWfmMwGrZ+YL\nlaGchDEL3xTAe5U0AnOBmUqpmra2tYpIMJT7AhWb80kffY3VxYhatL7mozU2F62v+USqxqMyG0I2\nS6qVePXVhrI5WG0oh2rCkVql1J1Af4wIGGcBmUqpOyPRSNaEj5KP51hdhKhG62s+WmNz0fqaT6Rq\nHA1GMkSuvprQENKp0jxGcZcm+tBEN7Epnf/Uruk6Wl/z0Rqbi9bXfLTG5qL1jW60M6hGo9FoNBqN\nRhMEbShrNBqNRqPRaDRB0IayJmo5h0Kri6DpBt/POWp1EfoEA+j89Nea0PBbPrK6CBqNpouE1Ee5\nl5EAUFeyDYAnLz/MvopY/vaFfzzXH55UxRfFCUw6rYLh6S5WFyXy2raW2Is/OKmKJgWXnVhDrcvG\n/Z8bIbJGD3Bycr8G3tqZzjWjKsnfmcYDF5fwytZ0dpYlcFJGPbuPG3FWH72kmFWHkkiIUby+3T/s\nU6y4SYp1870RNRRWxnJimos3dhh5shIbKXW2PoX9EhoprzPSz82pZe1hI/zOeYNrWVPkH4rHhsId\nZDa73194hFe3prPHU8aUuCaqG+wMT2tgX6UxAGNIqot7zinFLjD9IyP8zjWjKtlyNJ5d5cZ2NYVr\nuXvIEhqahPI6O5/sT+bW0cd54HP/UGI/H1tGoxLytqbjbLTxszPKyU5pZMvRBOwCi3b7h+O+5uRK\n8r/2jwd7/SkV/HdHi3538ArLubnlGGPKyEhoIielsbm8APeeU8rGI/Gcf0IdD68cwCmZdXx/ZDVF\nVbF++xue3sDQVBcXDqnl/T0pnJVdR1FVDGXOGI7V2dhzPJ5v9KvnWyfUcrzOzsVDa4ixtWiTnezi\nulGVFFbGNdfnvMG13HBqBcecMawpSuCj/alkxDdyvL71eR2ZXs++yrjm0G9/+c5hbixaQ+3BlkHA\nV46o4vLhNWwrjefTA0kMTXNx5YhqNpQk8vr2dG46vZyzsuvYdCSBl7YY4Zp+d8FRHl41gCtHVLG/\nIpYhqS4+3J/KVSOrSIxx89bOFg3sosg98zj5O1M55rn2rhhRxWcHkrn+1ApOymjgsTVZVLvannb7\nyhFVHKmJoarBxq7j8Ywb6CQ7pZF+CU0cro7hgoZC3jp4eqvtnrz8MIeqY0iwKx5aaVw/l55YzbLC\nFMYPcrK+JJFxg5xMGFnNk+sy+eE3qslOdvH39S339KTTjnPuYCeLvk7ljAH12EVRUhPD0r0p3Dr6\nOAt2pDVf3wDjs50UFq/iuwnLeGdXGneNP8a20jhOSG3k08Jk9lXGcf0pFXxrSC1v7Uxjy9F4yuti\nGJ/t5LpTKjlYGcMxp53Xt2cwMqOetDg3Xx4xYu5+M8tJVlITywpTmHneUR5b4+/nGCtuvjO8hsp6\nO6uKWofQeuSSYuLtii2lCbjdcKAylrHZTp5Y29pf8jsnVrP8QDJNSvj5mDIOH23gqqLPOXz6aDa7\nstl9PJbNR4PHE77zrGMUFCcy6bQKPj+Y1Nz+pMc1cumwWk7Pqsflhje3p3H9qZU0KshMcLP7eBwv\nbmoJCZaT7OJwTZAJLwrX8oPkT9h4NIGdZfH89PTjnJPjpK5ReHJdFkc8M8z9/sIjPOTTbvzsjHJO\nzmzg/33WEof34iE1DE1z8epXRhs9MqOe/x1Xhk2gvkmoqLczZ7Whz8/HlJEQo9hbEUt1g43vDKvh\nP1vTuXRYLcmxTby+PZ0Dnmth+jmlHKiMZeWhJC4eWkO/eDerixI5tX89tS4b4wbVNbf9vpyQ6mLG\nuaXGj7IycjZs4I9jivnVxtP49tAaPj3QMnGNDcX5J9SSFONme1kCB6sMra4bVeF3DwKc1r+ObceM\nMJG/GF/KrvJ43tvT0kZeNbKK9z2/f3L6cZ4uWcWE5E+ItSsSYxTzNvXjp6cfZ8HONJyNNiaMrKK2\nURiW5mJEhosFO1OJEVhfYlwTvz7/KHNWD2DCyCrWFydSUtu6ffrWCTWsPJTMCSku6pqkuX3w5Zdn\nlzY/Y32fJQCXnVjNJ4VGPOdRmfXsLIv3awvvPaeURjd+9/MfLjxCcqybxXtSqGqwU9MgpMa7aWwS\nDtfEkJnQRH2TND9rrxxRxQUnOEmLb2Lh16nNx/MePz3BTZMbFu4yni0XD63hswPJfHdYFR/u938G\nXTy0hg0lCXwzq54thWu5JmUpGzZkEBPTl80qc9i2bZv33/Zjo5pESMLD9UZE5KfAf6wuh0aj0Wg0\nGo2mQ25SSr0a7oP2ZUO5P3AlsA+os7Y0Go1Go9FoNJogJADDgSVKqWPhPnifNZQ1Go1Go9FoNJr2\n0IP5NBqNRqPRaDSaIGhDWaPRaDQajUajCYI2lDUajUaj0Wg0miBoQ1mj0Wg0Go1GowlCnzWURWSa\niOwVEaeIrBaRc6wuU6QhIr8VkbUiUikiJSKyQERGBeSJF5FnRKRURKpE5A0RGRiQZ6iIvCsiNSJS\nLCJ/FhFbQJ5LRWS9iNSJyE4RuTUcdYwkPHq7ReQJnzStbw8RkcEi8m+PhrUislFEzgrI84CIFHnW\nfyAi3whY309E/iMiFSJSLiIviEhyQJ4zReRTT5uyX0RmhqN+ViMiNhF5UET2ePTbJSK/D5JPa9wJ\nRORiEXlHRA552gNHkDxh0VJErheRbZ48G0XkqtDXOPy0p7GIxIjIHBHZJCLVnjwviUhOwD60xu3Q\nmevYJ+8/PHl+EZAeGRorpfrcAkzCCAl3C3Aq8A+gDMiyumyRtADvAT8DTgNGA4swwukl+uR5zpN2\nCTAOWAl85rPeBmwGlnj2cSVwBHjIJ89woBr4M3AKMA1wAd+zWoMwan0OsAfYADyh9Q2ZrhnAXuAF\nYDwwDPguMMInz6899/9E4JtAPrAbiPPJ8z5QAJwNfAvYCbzisz4VOAy85LlfbgBqgKlWaxAGjWd5\nrrnvAycC1wGVwF1a427p+X3gAeAaoAlwBKwPi5bABZ524l5Pu3E/UA+cbrVGZmoMpHna0x8BJwPn\nAquBtQH70Br34Dr2yXcNxnPvAPCLSNTYcjEtOoGrgb/5/BbgIPArq8sWyQuQBbiBizy/0zwX3LU+\neU7x5DnX8/sqz0Wa5ZPnf4ByIMbzew6wKeBYecB7Vtc5TLqmADuA7wCf4DGUtb4h0fZPwPIO8hQB\n031+pwFO4AbP79M8mo/zyXMl0Ahke37/L1Dq1dyT9ijwldUahEHjhcA/A9LeAF7WGvdYWzetDeWw\naAnMB94JOPYq4FmrdTFb4yB5zsYw9oZojUOnMXACUOjRcy8+hjJGJ2ZEaNznXC9EJBajZ+kjb5oy\nlPsQ481D0zYZgMLozQBDxxj8tdyBceF7tTwf2KyUKvXZzxIgHTjDJ8+HAcdaQt85H88AC5VSHwek\nn43Wt6dMBL4QkdfFcB8qEJGp3pUiMgLIxl/jSmAN/hqXK6U2+Oz3Q4x74TyfPJ8qpRp98iwBThER\n//mHo4+VwOUicjKAiIwBLsT4IqU1DiFh1vIC+m67EYj32Xfc81tr3ENERICXgT8rpbYFyXIBEaJx\nnzOUMXpF7UBJQHoJRgOkCYLnov4rsEIp9ZUnORto8DTUvvhqmU1wrelEnjQRie9p2SMZEbkRGAv8\nNsjqQWh9e8pIjF6HHcAVwPPA30XkZs/6bIyGt732IBvDtaAZpVQTxgtjV85DtPIn4DVgu4g0AOuB\nvyql5nvWa41DRzi1bCtPX9EaMMaJYFzjryqlqj3JWuOe8xuM59vTbayPGI1jOpuxDyAYDZAmOM8C\npwMXdSJvZ7VsL490Ik+vRkSGYLx8fE8p5erKpmh9O4sNw7fwD57fG0XkDAzj+ZV2tuuMxh3l6Ssa\nTwJ+CtwIfIXx4vc3ESlSSv27ne20xqEjVFp2Jk+f0VpEYoD/YtT5zs5sgta4Q0RkPPALjHE3Xd6c\nMGvcF3uUSzF8jQYFpA+k9VuHBhCRp4EJwKVKqSKfVcVAnIikBWziq2UxrbUe5LOurTwDgUqlVENP\nyh7hjAcGAOtFxCUiLoxBe7/09MyVAPFa3x5xGAj8rLcNY9AZGNoI7bcHxZ7fzYiIHeiauau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1H/62eczQwekNl+nQ0a22TVqlWcccYZTJgwgbw8PziMBYvq6mqKi4sBio0x1ZkuP0gj\nygOgS4DKCMFqY5/j0UcftVa2yYLwcDb19YqcNHzaTydB1BigNRKiX479+yOo+sZz3ODOeRI2XC+y\nQWOb6MqHwcarlfls8ALwTRHZCrwFTMWdyLfAaq2ynPnz51sr25jg+wPa1NcrcgRfGcpB1Big3YTo\nF7JvKAdV33j653bqbGPkJhs0tsnDDz9suwqKh3hyz4rI8SJdF+oUl+O9KBO4BXgWeARYDzwAzAf+\n26PylB7Qv/+hJ854TQTxUTReb7Cpr1ekY7JYOgmixgBtPhlRDqq+8eTF6WxjCets0Ngmqm+w8WpE\neQswFtiVlD48eqz305oPgzHmIDA7uilZjoTD7oiySbFKgeJrQgI5be1IWL2mvELCYcJtMKBA749M\nkBvXlSUcPnRGRVF8h1e/REJXf2GAQUCzR2UiIuNE5GciUhddxnptdNKekmXkNTRgEPJammxXRekF\nod27efQH5/OVWy9k3JVXEkqaoa2kh7yGBvodbGGACe5EVz+RF+fiktfQYLEmiqL0lrQayiLyoIg8\niGsk3xPbj24PAc8Ar6ezzLiyhwIrgRbgEuAU4KtAvRflKT0jObRPpjDGncwXdB9lW/p6xbCbb+b0\nLa8wZM928teuZdisWbarFDiNY0QQQj6Y7BpUfePJs+zikg0a2+S+++6zXQXFQ9LtehGLsybAFCB+\nqZpWYC3wvTSXGeMbQI0xJv6X9d8elaX0kA984ANWyo19UJaUHzaCgy19vSKntrbbfRsETeMYEUK+\nCAkUVH3jybH8wp4NGttk3LhxtqugeEhaDWVjzMcBROSnwK3GmP3pPP9hKAFeFJFfAhcA7wGPGmM0\n6oVFbrzxRivlxsKDB31E2Za+XhEePZrcmpqEfdsETeMYfhlRDqq+8djWORs0tkl5ebkuYR1gPBlQ\nMMaUZ9hIBpgE/CfwNnAx8BjwIxG5LsP1UHyAica78MOImdJz6hcs4M1J57Bv+DhazjiD+gX6nusV\nEcRKBIZsRHVWlL6LJ1EvRGQgrivERcAokuwVY8wkD4oNAa8aY74V3V8rIqfhGs9Pe1Ce4lNCu3cz\nZlY5L2xtIH/MMCJVPyEycqTtaik9IDJyJLfNfolLW9Ywc3o/QnrdPCOCEAq4a7OG9SQAABiESURB\nVJJf0Bd2Rem7eHX/LgBuAl4GHgYeStq8YAewISltA9Bt3OaysrIuW0lJia5xn6Z2VFZWZrwdi2fO\npP/atYzfs5lR61fz7tVXB/Z6bNq0KRDtgM7rET/45od2bNq0KVD3+aL//V+OvfFGHrrvbD5/Vwlv\nvvyy1XbEzuWH55VX12Ply39my0LHWjs2bdrku/v8SNoB/nteQWcfrqmpwXEcNm7cmJB33rx5zJkz\nJyGtsbERx3FYsWJFQnpVVRXl5eVd6lZaWsrixYsT0pYvX47jdO1XFRUVLFy4MCGturoax3GoS4ok\nNHfuXCorKxPSbLajqqoKx3FwHIeJEydSWFiY8rpmEjEm/SMKIrIX+LQxZmXaT37oMn8OHGeMuSAu\n7QfAWcaY81LknwqsXrJkCUVFRcmHlTRRVlbGE088kdEyR51zToKfa/vxx7Nr1aqM1iFT2NDXa8qe\nG4ETG1EeM8Z2dQKn8YiZM8l/7bWO/ZazzuL9pB+uTBI0fVPR3C585tmxACyZXp3xfp0NGtvkhhtu\nYP78+UyYMIG8vDzb1Qkc1dXVFBcXAxQbY6ozXb5XI8r1wJ7D5kovPwA+KiJ3iMiJInINMAt3RFux\nhI2wOckTwPwwIcwrghiWyIRCbB95LG2DB9uuChA8jf0WWSRo+qYifjKfjX6dDRrb5O6777ZdBcVD\nvDKUvwXcLSIDPDp/F4wx/wAuA64G1gHfxI28sShTdVC6YiMsUf2CBWw86Ry2Dp/EjtPODvSEsCCG\nfRKBttxcTE7aF/A8IoKmsd9eJIOmbyri3Yls9Ots0Ngmqm+w8WoJ668CJwK1IvIu0BZ/0BjjyWp5\nxpilwFIvzq30HSIjR3LnN/7Epr0F3FK0ixkj221XSVF8Q/2CBey9/IsM3FNLZPSx5C/4X9tVCjxB\nD1OpKEHGK0PZnsObogDtEfeXScMyKUoikZEjufMO90Xy0g/u5QsjG21XKfCooawofRev4ih/u7vN\nizLjifopR6LLaSsWSZ7dnCnaTTSOcsB/oGzp6yVCZxxsPxBEjWP6+uFFMoj6JmNb52zQ2Cbz58+3\nXQXFQzwL7ygiQ0Vkloh8R0SGR9OmioinzjwichZwM+5y2YplmpqarJTbMaIc8DixtvTNJoKocSS2\ncqUP7o8g6us3VGNvUX2DjSeGsoicDvwT+DpwOzA0eugzwHe8KDNa7iDcxUVmAXu9KkfpObfffruV\nctsi2TGibEvfbCKIGseigtoe6YRg6us3VGNvmT17tu0qKB7i1Yjyg8ATxpiTgOa49KXA+R6VCfAI\n8IIx5k8elqH0AdojtmugKP4lEnO9sFwPRVEUv+PVZL6zgC+kSH8P8CTSuohcBRQCZ3pxfqVv0R52\nTYDc9lbAH2HGlJ4hxnBMwwFymoGCAtvVCSQm4r5JhsIaESbT5DQ3a79WlD6EVyPKLcCQFOknA7vT\nXZiIHAf8ELjOGNN2uPxK5khe9jNTxEaUc9qC3R1s6espxnDMwQOuQeEDgqixid0f7fYN5SDq2x02\n+nW2aZxpVN9g45Wh/Dzw3yISW8vRiMjxQCXwaw/KKwaOBVaLSJuItAEXALeKSKvIoT3xysrKumwl\nJSW6xn2a2nHFFVdYaUe7cbu2YAJ9PWbPnh2IdkDn9RBMxxQzP7Rj9uzZgbvPYz7KIbF/f8T8O/3w\nvPLyemxZ6Fhrx+zZs313nx9JO8B/zyuAOXPmAFBTU4PjOGzcuDEh77x58zryxGhsbMRxHFasWJGQ\nXlVVRXl5eZe6lZaWsjhpqfnly5fjOF37VUVFBQsXLkxIq66uxnEc6urqEtLnzp1LZWVlQprNdlRV\nVeE4Do7jMHHiRAoLC1Ne10wixqR/1rOIHAM8i+sGMRjYjutysQqYYYw5mObyBgITkpKfADYA3zXG\nbEjxN1OB1UuWLKGoqCid1VHiWLduHVOmTMl4uTMWjQPgzg+/w8c+3D/j5WcKW/p6yU2Lh/MfzW9w\n+fRcQmM88dTqFUHUuHzxCGqb87n2hO1c+1G7dQmivqmIPZOWTK/OeL/OFo1tsWbNGiZPnsyECRPI\ny8s7/B8ovaK6upri4mKAYmNMdabL98RH2RizD/ikiJwHnA4MAqqNMX/wqLyDwPr4NBE5CLyfykhW\nMofth3PQJyvZ1jcbCKLGrRH3i4sfosIEUV+/oRp7y5QpU2htbbVdDcUjPDGURWS8MWarMWYFsOKw\nf+AN9gOEKtYJiXaDPof4a8GRINIajo8zrloriqIcCq+iXrwrIi/jxjR+1hiT8ZjGxpgLM12moihK\nX6AlEvPhVxRFUbrDq8l8ZwGvAXOBnSLynIhcLiL5HpWn+JTkiRGZxrOlJ32CbX29wG/GWxA1jk12\nzfHBF5cg6us3VGNvWbRoke0qKB7iiR1hjKk2xswBjgc+BdQBjwO1IvITL8oUkTtE5FUR2S8itVHj\n/GQvylJ6zrp166yWLwEPoWxbX69ozcnFhPzxmhNUjQFCOfZfS4Ksbyps9Ots0zjTvPnmm7aroHiI\np3escXnJGHMz8AlgC3CDR8VNA+YBH4mWlQcsF5HghjzoA9x///1Wy48MHGC1fK+xra8XmFCInSNH\n0jYkVSj2zBNEjTvob/8jX6D1TYGNfp1tGmeae++913YVFA/xykcZcCf1AVcD1wBTcMPD3eJFWcaY\nGUlllwG7cGMs25pQqFjGH2OSSm84dNRzJd34wfVCURTFz3hiR4jI50XkL3SOIP8SONEYc54xZr4X\nZaZgKG7kC10yJ4tRoys4RAwcbO3dBQ1H4L0G1/+mLexuqc5V1xhi0548tu7vfuygsU1oauv8u9j5\n4s+zp6nnj9WetGnngRy2N+RQ8eKx7DjgtiUcgXW7+rHrYM99i1rDJNQd/BEeTlEUxc94NaL8LWAR\ncKsx5nWPyjgk0ZX4fgisMMasP1x+Jbi44eHUGuhrbG8ayGcWD+/YP25wG9saOgP5X3ryAX77z0EJ\nf3P1aQ1UvTX4qMt2Vwb0Z5+5acnotJ5PwycqiqJ0j1dfpo83xsyxYSRHeRQ4FbjKUvlKlFTLhGaS\noI+Y2dbXC5rbQ2zcPzwhLd5IBroYyUBajGToGsM51dLDQSHXB75JQezDfkM19pabbrrJdhUUD/Eq\n6oURkWki8rSIrBKRDwCIyPXR1fo8Q0QeBmYA040xOw6Xv6ysrMtWUlKia9ynqR3jxo2z2g5JUzv8\nej3Ky8sD0Q7ovB57mjs/dLXW17BloUNz7caEvLtfnsf2F+YkpEVaG9my0OHA5sQpCfXVVdQsKu9S\nt3efKmXfusUJaQ1vL+9iGI887xa2/bqC9/++MCG9cVs1WxY6tB+oS0jf+eJcdv2pMiHND+0AurQj\nJMb6/VFe7rbJD88rL++PVNcjU+0oLy/33X1+JO0A/z2vAG64wY1RUFNTg+M4bNyYeJ/PmzePOXMS\n7/PGxkYcx2HFisT7vKqqquOeiKe0tJTFixPv8+XLl+M4XftVRUUFCxcmPq+qq6txHIe6usTn1dy5\nc6msTHxe2WxHVVUVjuPgOA4TJ06ksLAw5XXNJGJM+j+9icjlwM+AnwPXA6caYzaLyC3AjOSJd2ks\n92HgUuACY8zmw+SdCqxesmQJRUVFXlRHscgXl46kZn8/fuVsZuCAAtvVUXrBjEXjAHj4EzVMGJ5L\ne8Qd+XyvIZcBeRFq9ucxqF+EE4e2Ae5XgwNtwnsNuUwe3oZIzDc5l7GD2smLc+ONmMN/ZWhqE/rn\ndT4XIwaMgZykYYW9zSHyc0xC3mRa2qGhNcSgfoaC3CN/1ja3Cy1h4Zj8SLf5frXBHWm/8pQD3eZ7\nZl0+T741gtvPquXCE8Pd5lXSQ6xf/2bmZgoK9JkUJNrb22ltbWXChAnk5eUd/g+UXlFdXU1xcTFA\nsTGmOtPle+WjfCfwRWPMUyIS7/6wMnos7YjIo7gRNhzgoIjEnPn2GWOavShT8S8D88KcNXxnF+NG\n6TuMG9ROTii34xoef0w7ACMHtHTJO7if4UMj2jr2c0Kd+ePpiStOsuEbElK6uQ8t6N5oBcjPhfzc\nw+c7HAW5PTO0D2cgx4jVSH2UFUVRuscrM2Iy8NcU6ftwo1F4wReBIcCfge1x22c9Kk/xMZG2CKP3\n7SFv/37bVVGOEL123mGaWgHIb260XJPsQ/u1ovQtvDKUdwIfTJF+HtCtS8SRYowJGWNyUmxPeVGe\n0jOSfcMyxeaG/jSHc5HI0Y/m+Rlb+mYCv1y7IGocibgjyTnGvsZB1Lc7bPTrbNM40yxbtsx2FRQP\n8cpQfhx4SEQ+ghvLeJyIXAt8DzcihZIlJE/ayBRtJsQfCP4K5rb0zSaCqHHEuL4kflhwJIj6JhPa\nvZufzjuPF+47kWNvvJFQ0oQqr8kGjW0yf36mlodQbOCVj/J3cY3wPwIDcN0wWoDvGWMe9qhMxYeM\nGDHCWtnXspqgx1C2qW+2EESNw1FD2Q8+ykHUN5lhN9/MmHdfc3f2wLBZs3g/aea/l2SDxjZRfYON\nJ4aycUNp3Cci/4PrgjEIWG+M6dlMkz5GLHCIrgLnD158ZwAAJ7MbGGW3MsoRMQidf+sl7RH/jChn\nAzm1td3uK4riXzyNCWCMaTXGrDfGvNoXjGRj4NXt+RwqYt7a2n7sa+kq2X0rh/HpZ8YRjnSep6dE\nDNQeSL0MbTjSdYlcgIZWOWR6XWN6L+l7DTkJy+Tub5FetQ9ge0MOm+tz2VyfS11jqGPJXmPc9veW\nFVsLWFvbr0v6/hb3vD96zZ0v+k+O7f3JFev8qHgDz/Gk7WoEmmmj6gE4YaC+kGSC8OjR3e4riuJf\nvHK96DPc9sexjHl3NPtbuhqr+TkRThnZxuu1+Qnpc6e9z7dfdj+1/M9FdbyyrT8AJb8cR27I0B4R\nikY3c8LQdprahLGDwyzdNIDag67cpac28Mz6wYwf0saAPMPb73c1+kYNaGdXY+LlCYlh3KD2jlXK\n5ny0nu/9bSjHH+OWE8s/fkgbW/fnkSOGoQUR3m9KbFvJSQd4c3c+Jw9vZdnmgVQU72XUwDCL3x7I\nmtoCqi7bydXPjUn4m3sueJ9lmwewYmt/Zp58gMkjW1n01mAuPKGJn64dwodGtLIxrh2zCvdx0vA2\n9jaHmPW7rj8KITEdfpI3F+3j8TXHcPLwVi6bfICX/j2AaeOb+P7fhwFQPKaZ/nmG5nah9NQD3L/S\nXbXt4okHWbsrn345hq37XU2mjun84f8cq2njzC5lK/5m0uAmjuUg22xXJMCcPKSR13mQbXnTbVcl\nK6hfsIBhn/sc+Vu30jJ+PPULFtiukqIoPcSTBUf6AiLyMWDl+GuepmD0KbarE1g2Pz6DSTcvtVL2\nIp5mR1ERDB9++Mx9lLKyMp544gnb1Ugve/Ywds0a31w71dhbAqlvKixqnjUaW6KsrIwFCxYwduxY\ncnOzfvwx7WzYsIHrrrsO4FxjzCuZLj+bDeVrcFcOVBRFURRFUfzNtcaYX2S60Gw2lEcAlwDvgs4c\nUhRFURRF8SEFwAnAMmPM+5kuPGsNZUVRFEVRFEXpDk+jXiiKoiiKoihKX0UNZUVRFEVRFEVJgRrK\niqIoiqIoipICNZQVRVEURVEUJQVqKCuKoiiKoihKCrLWUBaRChHZIiJNIvI3ETnLdp38hojcISKv\nish+EakVkedE5OSkPPki8oiI1IlIg4g8KyKjkvKMF5HfichBEdkpIg+ISCgpz3QRWS0izSLyTxG5\nIRNt9BNRvSMi8mBcmup7lIjIOBH5WVTDRhFZKyJTk/LcLSLbo8f/T0Q+mHR8mIj8XET2iUi9iCwQ\nkYFJeU4Xkb9Gnyn/FpE5mWifbUQkJCL3iMjmqH6bROTOFPlU4x4gItNE5HkReS/6PHBS5MmIliJy\npYhsiOZZKyKfSn+LM093GotIrohUisgbInIgmudJERmbdA7VuBt60o/j8v44mufLSen+0NgYk3Ub\nUIobO/lzwIeAHwN7gJG26+anDVgKXA+cAkwBluDGne4fl2d+NO0CoAh4BXg57ngIWAcsi57jEmAX\ncG9cnhOAA8ADwGSgAmgDPmlbgwxqfRawGVgDPKj6pk3XocAWYAFQDEwAPgFMjMvz9ej9XwJ8GFgM\nvAP0i8vze6AaOBP4GPBP4Om444OBHcCT0fvls8BBYJZtDTKg8X9F+9x/AMcDnwH2A7eoxkek538A\ndwMzgTDgJB3PiJbAOdHnxOzoc+PbQAtwqm2NvNQYGBJ9nl4OnAScDfwNeDXpHKrxUfTjuHwzcX/3\ntgJf9qPG1sW0dAH/BjwUty/ANuBrtuvm5w0YCUSA86L7Q6Id7rK4PJOjec6O7n8q2klHxuX5AlAP\n5Eb3K4E3ksqqApbabnOGdB0EvA1cCLxE1FBWfdOi7XeBvxwmz3bgtrj9IUAT8Nno/ilRzYvi8lwC\ntANjovv/CdTFNI+mfQdYb1uDDGj8AvB4UtqzwFOq8VFrG6GroZwRLYFFwPNJZa8CHrWti9cap8hz\nJq6xd5xqnD6NgQ8ANVE9txBnKOMOYvpC46xzvRCRPNyRpT/G0oyr3B9w3zyUQzMUMLijGeDqmEui\nlm/jdvyYlh8F1hlj6uLOsww4BjgtLs8fkspaRvZcj0eAF4wxf0pKPxPV92gpAf4hIr8U132oWkRm\nxQ6KyERgDIka7wf+TqLG9caYNXHn/QPuvfCRuDx/Nca0x+VZBkwWkWPS3Sif8QpwkYicBCAiZwDn\n4n6RUo3TSIa1PIfsfW4kE/vt2xvdV42PEhER4CngAWPMhhRZzsEnGmedoYw7KpoD1Cal1+I+gJQU\nRDv1D4EVxpj10eQxQGv0QR1PvJZjSK01PcgzRETyj7bufkZErgIKgTtSHB6N6nu0TMIddXgbuBh4\nDPiRiFwXPT4G98Hb3fNgDK5rQQfGmDDuC2NvrkNQ+S7wDLBRRFqB1cAPjTGLosdV4/SRSS0PlSdb\ntAbceSK4ffwXxpgD0WTV+Oj5Bu7v28OHOO4bjXN7mjELENwHkJKaR4FTgfN6kLenWnaXR3qQp08j\nIsfhvnx80hjT1ps/RfXtKSFc38JvRffXishpuMbz0938XU80PlyebNG4FLgGuApYj/vi95CIbDfG\n/Kybv1ON00e6tOxJnqzRWkRygV/htvlLPfkTVOPDIiLFwJdx5930+s/JsMbZOKJch+trNDopfRRd\n3zoUQEQeBmYA040x2+MO7QT6iciQpD+J13InXbUeHXfsUHlGAfuNMa1HU3efUwwcC6wWkTYRacOd\ntHdrdGSuFshXfY+KHUDyZ70NuJPOwNVG6P55sDO634GI5ADDOLzGEPznygPAd4wxvzLGvGWM+Tnw\nAzq/kqjG6cNrLeNHqw+VJyu0jjOSxwMXx40mg2p8tJyH+9u3Ne63bwLwoIhsjubxjcZZZyhHR+5W\nAxfF0qJuBRfh+topcUSN5EuBjxtjapIOr8Z1rI/X8mRcIySm5SpgioiMjPu7i4F9dBowq+LPEZdn\nVTra4GP+gBupohA4I7r9A3ekM/b/NlTfo2El7gTIeCYD/wYwxmzBfZDGazwE1wcuXuOhIhI/+nER\nrsHyalye86MP8hgXA28bY/alpym+ZQBdR2ciRH9fVOP0kWEtUz03PkkWPDfijORJwEXGmPqkLKrx\n0fEUcDqdv3tn4E5SfQB3wh74SWPbsyFtbLghRJpIDA/3PnCs7br5acN1t6gHpuG+kcW2gqQ8W4Dp\nuCOkK+kavmwtbpiX06M3QS1wT1yeE3DDl1XiGjFfAlqBT9jWwILmHVEvVN+06HkmbuSQO4ATcV0E\nGoCr4vJ8LXr/l+C+uCwG/kViuK2luC8uZ+FOVHsb+Fnc8SG4D/oncV2USqOa32Rbgwxo/FPcCaYz\ncEeFLsP1LbxfNT4iPQfiGg6FuC8cX4nuj8+klriTnVrpDKt1F25Y1SCELjukxrhzmH6L+zI9hcTf\nvjzVOD39OEX+hKgXftLYupgWL+KXcOPTNuG+WZxpu05+26KdO5xi+1xcnnxgHq5LSwPuW/iopPOM\nx43BfADXiKsEQkl5LsAdoW7Cfehfb7v9ljT/E4mGsup79JrOAN4AGoG3gBtT5Lkr+sBtxJ0R/cGk\n40NxR/r34b48Pg4MSMozBfhL9Bw1wO22254hfQcCD0Z/6A5G+9e3iQvZpBr3Ss8LDvHs/UmmtcSN\nJbwx+tx4A7jEtj5ea4z7spd8LLZ/vmqcvn6clH8zXQ1lX2gs0ZMoiqIoiqIoihJH1vkoK4qiKIqi\nKEpPUENZURRFURRFUVKghrKiKIqiKIqipEANZUVRFEVRFEVJgRrKiqIoiqIoipICNZQVRVEURVEU\nJQVqKCuKoiiKoihKCtRQVhRFURRFUZQUqKGsKIqiKIqiKClQQ1lRFEVRFEVRUqCGsqIoiqIoiqKk\n4P8DZOA3BsPGBjUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2af53477d890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "events = d.extract_motion_events()\n",
    "d.plot_mean_displacement()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6MWpUskPg2LFj055k/fr1qxSCqLS0lOLiYubMmZOUPnjwYIYMGZKUNmPGDIqL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\nc5S3X8+7mM8M5Nnby3Oot3+K9wdoEMjzD2A+sJG33w34PlR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B/UUkHBv9I9zk0jVU3v2k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\nYRhGCTED3DAMwzAMwzBKyP8HFm3JXbRjD5MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2af534773f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d.plot_quaternion()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
